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<meta name="author" content="Ekaterina Widmer-Lytkina" />

<meta name="date" content="2026-03-19" />

<title>Populist Attitudes Among Civil Servants. A Source of Liberal Robustness? - Part 1 - Descriptives (wide format)</title>

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) 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<h1 class="title toc-ignore">Populist Attitudes Among Civil Servants. A
Source of Liberal Robustness? - Part 1 - Descriptives (wide format)</h1>
<h4 class="author">Ekaterina Widmer-Lytkina</h4>
<h4 class="date">2026-03-19</h4>

</div>


<pre class="r"><code>source(&quot;rd_1define_paths.R&quot;)</code></pre>
<div style="page-break-after: always;"></div>
<pre class="r"><code>source(&quot;rd_2setup.R&quot;)
source(&quot;rd_3merge_wide.R&quot;)
source(&quot;part 4_recordings_wide_populism.R&quot;)

pacman::p_load(psych,
               stargazer, 
               tidySEM,
               ggplot2,
               tidyr,
               ggpubr,
               gplots)    
#############################
options( 
  scipen = 999, 
  digits = 3,
  warn=-1) # suppresses warnings</code></pre>
<p>#popuilsm *descriptive were prepared in the wide format</p>
<div id="density-plot" class="section level2">
<h2>Density plot</h2>
<pre class="r"><code># density plot w1

table(fgz$pub_type_w1)</code></pre>
<pre><code>## 
## Private employees  Public employees    Civil servants 
##              2464               815               293</code></pre>
<pre class="r"><code># Remove missing values
fgz &lt;- fgz %&gt;% drop_na(populism_w1, pub_type_w1)

# Create density plots

p1 &lt;- ggplot(fgz, aes(x = populism_w1, color = pub_type_w1, fill = pub_type_w1)) +
  geom_density(alpha = 0.4) + # Use transparency for overlapping areas
  labs(title = &quot;Wave 1 (2021)&quot;,
       x = &quot;Populist Attitudes&quot;,
       y = &quot;Density&quot;,
       color = &quot;Employment Type&quot;,
       fill = &quot;Employment Type&quot;) +
  theme_minimal() 
print(p1)</code></pre>
<p><img role="img" src="data:image/png;base64,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" width="672" /></p>
<pre class="r"><code>#ggsave(filename = &quot;popuilsm_w1.jpg&quot;, plot = p1) </code></pre>
</div>
<div id="density-plot-w2" class="section level2">
<h2>density plot w2</h2>
<pre class="r"><code># density plot w2

table(fgz$pub_type_w3)</code></pre>
<pre><code>## 
## Private employees  Public employees    Civil servants 
##              2132               772               294</code></pre>
<pre class="r"><code># Remove missing values
fgz &lt;- fgz %&gt;% drop_na(populism_w3, pub_type_w3)

# Create density plots
p2 &lt;-ggplot(fgz, aes(x = populism_w3, color = pub_type_w3, fill = pub_type_w3)) +
  geom_density(alpha = 0.4) + # Use transparency for overlapping areas
  labs(title = &quot;Wave 2 (2023)&quot;,
       x = &quot;Populist Attitudes&quot;,
       y = &quot;Density&quot;,
       color = &quot;Employment Type&quot;,
       fill = &quot;Employment Type&quot;) +
  theme_minimal() + 
  ylim(0, 0.6) #same layout as in graph 1

print(p2)</code></pre>
<p><img role="img" src="data:image/png;base64,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" width="672" /></p>
<pre class="r"><code>#ggsave(filename = &quot;popuilsm_w2.jpg&quot;, plot = p2) 

p1a &lt;- p1 + theme(panel.spacing = unit(0.25, &quot;lines&quot;))  # used to be 0.5 
p2a &lt;- p2 + theme(panel.spacing = unit(0.25, &quot;lines&quot;))

pop1 &lt;- ggarrange(
  p1a, p2a,
  ncol = 2, nrow = 1,                 # horizontal layout
  common.legend = TRUE,
  legend = &quot;bottom&quot;
)

print(pop1)</code></pre>
<p><img role="img" 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gFQomLdiUQYIq2j3xpqMPBznoKuei8sGYJVn1drQn5cn8q72aXPq+ff/Kt37eVGEtOFkzQPgBLFAihviLSOfquvwcjPGUHXvBcWDSG1xHThJM0DoETxHibCGiKto996A1Qh6Jr3wqIhpJaYLpykeQCUKObzQDlDpHX0W20NNn4CoGlCSC0xXThJ8wAoUXgifYwQbPxUCLrivbBsCKklpgsnaR4AJQoAjRCCNQFVCLrevbBwCKklpgsnaR4AJQoADQ/BxU8ANEUIqSWmCydpHgAlCgAND8EJ0DFBV7sXlg4htcR04STNA6BEAaDBIbj5eSRo2hA8y68ihNQS04WTNA+AEgWABodA4OcoBV3rXlg8hNQS04WTNA+AEgWAhoZASUBHKehK98LyIaSWmC6cpHkAlCgANDAEGj+HFHSdeyFDCKklpgsnaR4AJQoADQyBCNC3AdDIIaSWmC6cpHkAlCgANDAEMkD3yULwLr+KEFJLTBdO0jwAShQAGhgCFaBvA6BxQ0gtMV04SfMAKFEAaFgIZH52Kegq90KOEFJLTBdO0jwAShQAGhYCmZ9dCrrKvZAjhNQS04WTNA+AEgWABoVAT0C7FHSNeyFLCKklpgsnaR4AJQoADQnBh59tCrrCvZAnhNQS04WTNA+AEgWAhoTgCdB9ghA45VcRQmqJ6cJJmgdAiQJAQ0LwA+jbAGjEEFJLTBdO0jwAShQAGhKCL0D3q9wLeUJILTFdOEnzAChRAGhACJ78rAm6vr2QKYTUEtOFkzQPgBIFgPJD8OYnABoxhNQS04WTNA+AEgWA8kMAQHOGkFpiunCS5gFQogBQfggAaM4QUktMF07SPABKFADKDmHvD9AjQde2F7KFkFpiunCS5gFQogBQdggMftYEjRgCs/wqQkgtMV04SfMAKFEAKDsEADRrCKklpgsnaR4AJQoA5YbAGcEDoPFCSC0xXThJ8wAoUQAoNwQWPwHQaCGklpgunKR5AJQoAJQbAg+g41fEB4fALb+KA5FaYrpwkuYBUKIAUGYIvBH822+/Gk7QgvZCxhBSS0wXTtI8AEoUAMoMgclPADRWCKklpgsnaR4AJQoAZYYAgGYOIbXEdOEkzQOgRAGgvBC4I3gANFYIqSWmCydpHgAlCgDlhcDl59uvWgh6tRY1BP5PWMWBSC0xXThJ8wAoUQAoL4QAgJouxF/tRQuB/xNWcSBSS0wXTtI8AEoUAMoKgT2CNwK0Jue/P8qN0GL2QtYQUktMF07SPABKFADKCoHNTwNAe3x2CHWHEPATVnEgUktMF07SPABKFADKCiEQoCpBx/hsEeoMIeAnrOJApJaYLpykeQCUKACUEwJ/BF8BVE1BVXzWBHWFEPITVnEgUktMF07SPABKFADKCYHPTw1ANfy0E7SUvZA3hNQS04WTNA+AEgWAckKICVAdPu0ELWUv5A0htcR04STNA6BEAaCMEAJG8DVAxwQ18BMAzS0xXThJ8wAoUQAoI4QAfjYAHQhq4qeNoIXshcwhpJaYLhzc/H5+VRMApW4JgDJCiAZQ7fSnk6CF7IXMIaSWmC4c1vy+V9z2AdDoWke//ShsBD8BqJWfAGheienCIc036Kz8qCIUAKUJAPUPIYSfPUD3tuG7naBl7IXcIaSWmC4c0Px+lAsoBAVAaQJA/UOIANAqBXXx80hQYwhhP2EVByK1xHRhdvN7ZSg1ISgAShMA6h9CHIC6+WlKQcvYC7lDSC0xXZjbvMrPKUEBUJoAUO8QgqZAB4Dunfw0EbSIvZA9hNQS04WZzetsPCIoAEoTAOodQhA/O4Ce7PdufgKgGSWmC/Oa16cBA0EBUJoAUO8QYgD0BAAtXWK6MKt50zCqJygAShMA6ltF2Ah+BFACQQHQfBLThTnNm03cERQApQkA9a0ijJ8NQE9O7tzhp6Al7IX8IaSWmC7MaN6WBACgXs0DoL5VRABoxU8aQLUELWEv5A8htcR0Yf/m7YOohqAAKE0AqG8V4QA9aQHKTUFL2Av5Q0gtMV3Yu3nXJFRNUACUJgDUU4FToEeANvwMGMMXsBcKCCG1xHRh3+adDgZAAdB0IQTyswboHR+AzglawF4oIITUEtOFPZsnZAAVQQFQmgBQTwUDtOMnfwxfwF4oIITUEtOFPZunGBgABUAThRA6gn+75yd/DJ9/L5QQQmqJ6cJ+zZP8e0xBAVCaAFA/hfKTAdAZQfPvhRJCSC0xXdireaJ/AVDqlgCon8IT0JsjgPJS0Px7oYQQUktMF/ZpnjqA2u8BUJoAUD8FAvTIzwGg3DF8/r1QQgipJaYL+zRPti8AShQA6qXQKVAWQFWCZt8LRYSQWmK6sEfzdPceU9D4zfsUl7L3AVAv7fevhvHzzhSgrBQ0+14oIoTUEtOF6c37nP0BUJoAUC+FAvTOBKDMMXz2vVBECKklpguTm/caPmle1BnYvF9xKXsfAPXRPgygJ0yAKgTNvRfKCCG1xHRhcvNe00+vAqAkAaA+OlowCKB3ZgDlpKC590IZIaSWmC5Mbd5v+v7VwBQUAI2uFfTbMICezADKG8Pn3gtlhJBaYrowsXnPy5+vBhIUAI2uFfTbIIA2S+gB0EghpJaYLkxsHgBN0jwA6qF9AoCSnks/JWgB9CoghNQS04VpzfuuvwNAaQJAPVSZkA3Q9h7OKUC7FPTf1SKmoAXQq4AQUktMFyY1771+GQClCQD1UAhAu3vgNQD9d2MBoIVITBemNO9/A8irr4atZAJAo0t+v00C0H3NzbtHGRmqjOELoFcBIaSWmC5Mad7/Brrq1TMhBAVAo0t8v90nAOidCqB3B+kZCoAuLzFdmNA84wZkAJQmAJSu2oaRAXprv7+rSJOIAqDLS0wXdjfPeYADAEoTAEpXCED7x4BOAXrrCNAZQQeGdgJAl5eYLuxuHgBN1zwASlcQQO/oAHrr1q3bOoCqEL169erHH39cxl4oJYTUEtOFnc2zniBWATSEoABodEnvt/sAgJ5oAVrx0wjQiWqAdggtgF4FhJBaYrqwq3neExhrgAYQFACNLun9tjEiE6B39AC9TQbo/fs9QgugVwEhpJaYLuxqHgBN2TwASlYAQE+0AK35eVs7CaoDaIPQ3HuhrSJ/CKklpgs7mmc+AhwApQkAJYsP0BE/RwBt+ElLQa82BL1fE7QAehUQQmqJ6cL25rmvUOgAyiUoABpdwvvtPidA2xS0IWgB9CoghNQS04XtzYcBlJ+CAqDRJbzftk6MBtCOnz5j+IagBdCrgBBSS0wXtjbPfocXAEoTAEpVdIDevn3bZwx/vydoAfQqIITUEtOFrc2z34HYA5RJUAA0uoT3Wz5Ax/zsAXqLC9D7w4LQDHuhqyJ/CKklpgvbmue/RLYFKDsFBUCjS3a/3bMBOuHnANDbXgCNSVDZB2IpienCluYDXsINgNIEgBLVeTESQG9NALpsCir7QCwlMV3Y0nwUgPIICoBGl+x+GxegY356j+HPAwkq+0AsJTFd2Nx8AD97gHJTUAA0umT326gAvRUG0PsAaHqJ6cLG5kP4CYASBYDStGcDdMrPDqC3pwB1E/TqQNDzwEG86AOxmMR0YWPzsQDKIigAGl2i+21vRl+AKvzUAtQzBT2/H5aCij4Qi0lMFzZVEMTPAaDMFBQAjS7R/bY0gIYQVPSBWExiurCpgiB+6gD6cSta84HRS9n7AChNUQGq8tMfoEEpqOgDsZjEdGGDwhLQCUBrgn48EiX+sOjF7H0AlKQ9F6AnWoDengGUMgk6AWgAQSUfiOUkpgsbFMbPEUCbFLTiZn8zMcF9AGh0Se63w+ncG6B3ZgCdJaCeKej5/bAUVPKBWE5iurBegQmoCtAen6PHKtrjDwtfzN4HQEmKC9AZPzkA5RNU8oFYTmK6sFb7PffthzqA7if8JCEUAI0uyf02JkA1CajfGP488H4kyQdiOYnpwlrFBOjbFUDv3/cjKAAaXYL77Z4L0Bk/72j5SUpBAdBFJaYL63T0a1yA3p/JQVAANLoE99vRhJKXL+f8DALoVQB0OYnpwjrt2a+P1QN0Pweog6AAaHQJ7rdFAPSuClAuQQUfiPj6aI06DuAj6s039/tzjapne29Pin8AUIqWACh9DH9+PywFFXwgFpSYHEgj/vu3B5/35d988y1tBmo/hyMDjS65/XbPBOhsEegdzSJ6/0lQAHQJienCc+3jA9SboABoJOXOuGOIOyI6Obmp6tat5/Ta71926erVLYygUhuSKjFdeC7++7c1AD3y8y1TCmohKAAaXXITn/GiZL8MVJOAPsfOQLsU9Lx376J7YVJFaPliOGmUmC48E//1sVqAvmUBqHk5EwAaXXL7LROg+hG8EaDkMTwAuoTEdOGZ+G8/1AD0TTtAjQQFQKNLbL/dswE646cZoB6ToANAeQQVeyAWlZgurCrg9bE6gL7VANRIUIMNAdDoEttvJ7cVhwG0mgKNBlBuCir2QCwqMV1YFfvVCTqANgmoLQU1EBQAjS6x/TYeQG/dug2ARgohtcR0YUX8d89oAfqWG6BaggKg0SW23zIBql/DZAEolaDnNuMm2wvTKkLLA6Cpmuc+uFYL0DcHgHoSFACNLqn9ds8DqH4G1AxQegp6PjLuYntBqSK0PACaqHn2k7/1AH3rLUoKqrmUBIBGl9R+O32yYghAbwGg8UJILTFdeCL2Y8O0AH2TCtA5QQHQ6JLab2MC9HZsgHIIKvVALCsxXXiiqAAd8dMF0JkXAdDoktpveQA13cZpA6iToCpAeSmo1AOxrMR04YkSApRA0JEbAdDoEtpv91yAakfwFoCSU1AAdAmJ6cITJQOoOwWdviwJAI0uof1WeblMEEBvA6DRQkgtMV14LO5jw6IAdIJQADS6hPZbHkCND2KKDVAGQYUeiIUlpguPxXxogx6gE34SxvA9Qj8O/vVy9j4A6hIXoNpFTA6A0iZBzyeGXWYvqFWElgdAUzTPfeqNFqBTftJS0B6hIa/dZv/8SQULNQ+AuhQNoM2TQC0AJaSgAOhiEtOFB3FvmYsK0BFDc745FgDVVrF8COr7tdkAbZ+kHAbQmqAA6BIS04UHlQLQCBAVs/cBUId4ADU/ij46QP0NKvNALC0xXXhQVIC+OQeoD0HPxxRd5udPKwgrDYDGCoEFUOMMqAugpDH8GKCcFFTmgVhaYrpwL+Y9x0aAvvVWQAo6fmADA6Fi9j4A6lAsgN4iAJQ4CQqALiExXbgX85a5xAC9rywQTfbzlQrCSgOgkULYxwPobQA0ZgipJaYL90oPUA+CTkxqfvNHxJ+vVBBWGgCNFILKT5IvbW/jDARoRVAFoMsPjwBQUgULN8+8Zc6gOT/9UtBz5W9Pn4rZ+wCoXUyAGkfwLoBSUlD15J5+L8yrCC0PgEZvnnnLnImffx8XoJ4EFbP3AVC74gH0NgGgtDE8ALqExHThToUD1I+gYvY+AGrVbAoUAG2qCC0PgEZvfgmAagh6tZUToF4EFbP3AVCrZvyk+NI2gk8BUF+CSjwQy0tMF27FvOPDB6DzFPTqRA6A+lhVzN4HQK3iANSyCJQAUAJBz1Vbpt4LmipCywOgkZtnDZUs/CQAtMVmZ8spQnUA9bCqmL0PgFq1NEBJKSgAuoTEdOFGsQH693qADgQd03PEUCtA6V4Vs/cBUJvmU6AAaFNFaHkANHLziwB0SEFn9OwRagUo2axi9j4AatOcn25f2haBJgLo0nd5AKCkCpZsnne108xPO0D1+JwgFACNLoH9lgdQGz8TANQ7BRV4IDJITBeuxbraaQHoWxaAmvE5IqgBoFSzitn7AKhNywOU+kxQADS1xHThWosBdG/FZ4tQC0CJbhWz9wFQmwBQUxWh5QHQuM1HBeibRoC+VQPUaVD1gQ0AaAzJ67cafjp9aV0EmgqgCz+oAQAlVbBg86yrnRaAvqUH6MnJEaAufzYENQKURlAxex8AtYgFUNsl+DQA9U1B5R2IHBLThStxhkreAD05qQDq5mdNUDNA7wOgPMnrtwyA2tcwkQDqsigAuojEdOFKUQH6phagFT5PKHd6dDloUAoqZu8DoBb5A1TPTx+ALjAJKu9A5JCYLnzQjuCDAPrWDKANPkn2JBA08s/XVhBWGgCNEILOliyAjvkIgEYKIbXEdOEDb67JB6A9PskA1YyTvPwqZu8DoGbpbFkkQD0JKu5AZJGYLnxIDtABn6SnNdR6OSwFFbP3AVCzAFBzFaHlAdCIzTOGSlZ+TgE6xic9BX3ZloO6/Spm7wOgZvkD1M1PN0DdDgVAl5CYLsw601sB+tYIoCcKP30AaiFozJ+vryCsNAAaIQQGQJ38BEBjhZBaYrpwUoCq+PQAaFAKKmbvA6BGaW1p9SUhAY0B0Pn0EgAaX2K6cGSAvjkG6Ayf5EnQl7VnerJjxex9ANQoBkDn/FwGoH4ElXYg8khMF9ZPgQYA9K0OoPP0k56CVgC1EBQA9Ze0fusNUPciUAA0XgipJaYLM870NIDq+ekHUBNBAVB/Seu3/gAlJKAEgDodCoAuITFdOBVA9fj0Aqg5BQVA/SWs3+oHRhZf6hJQADRZCKklpgt7G9XBzxagJn4SJ0EbgLIJKmbvA6Am6W1pA6iWnykAGvhAJnIDoggAACAASURBVGEHIpPEdGFvozoA2i9f4vpzDFAuQcXsfQDUJF9f0hLQRAD1SkGFHYhMEtOFkwDUwk8AdCwA1CRvgGr4yQWo3aEA6BIS04WjArQdwR/5afapF0CNBAVAfSWr3xpmloy+1CagPIC6HAqALiEpXdjXqC6Advy0AZRA0B6gdwHQSJLVbw22NAOUxk8ANFYIqSWlC/salQDQavxu86knQDkElbL3AVCTPH1JnAGNBNAwgso6ELkkpQvHB2g9/xkPoCyCStn7AKhJvgAlJqAAaKwQUktKF44K0DcbgDp8CoAOAkAN8vMldQaUBlCHQwHQJSSkC5umQLkAbfnpAKiboCOAmggKgPpJVL812dIEUD0/AdB0IaSWkC7saVQ3QNv1S1afegLUcB3JtnhZyN4HQE3y8yU9AQVAY4WQWkK6cGyAniQBqHcKKmTvA6AmeflSz89lAepBUFEHIpuEdOGoAB34GRegxhQ0+OebKwgrDYAGhlA4QINSUFEHIptkdGHjFCgboBSfEiZBFYBqCQqAeklSv/XypQ8/aQC1ExQAXUIyurDRpzyADjdw2n3qC1DvFFTG3j8AoAZ5+dKHnwBorBBSS0YXjgvQ0Q3wsQHqSVAZe/8AgBrk40uvBDQlQKkElXQg8klGF44K0Dc9AOp86rfyNwAaLEn91sOXBn4uDlB6CirpQOSTiC5snmriAHT8BCaHT/0B6jcLKmLvVwJAtSoeoCFjeEkHIp9EdGGzTxkAPTkZWTY2QPUpqHHYJGLvVwJAdfLwpSc/iQC1GhQAXUIiunBMgJ4kBqhXCipi71cCQHXyAagfPwHQWCGkloguHBegY886Aep86veMoABomAT1W7ovfRPQhAAlE1TQgcgoEV04IkCP/PQAKOG1CTOA6ghqGsOL2PuVAFCdyL408RMATR5Caknowhaf+gL06OTEAPVKQSXs/VoAqEaWa5tEgGqfIxIVoAFjeDkHIqckdOGoAL2VHKD6FJT/8637L6w0ABoSAtmX/gkoFaA2gwKgS0hCF44HUDUBJQDU+dDaOUHpY3gJe78WAKoRHaAGfgKg6UNILQldOBpAq0zAD6CEp37PAUpPQSXs/VoAqEZUXxoT0DwApRJUzoHIKQFd2DbVVCJADSko9+fb919YaQA0JAQyQP35CYDGCiG1BHRhm0+9ANrwcwGAagiqH8ML2PuNANC5qL5kzIACoNFCSC0BXTgWQGsjK6YlANT5zEUqQZk/377/wkoDoAEhkAHKSEDJALUQ9GWTGQHQiBLQhSMB9IQFUMJDawHQqBLTb4m+5MyAAqDRQkgtAV04GkA1pl0SoBrbCtj7jQDQuagANfEzG0CJBBVzILKq/C5s9SkdoB0/cwFU69ry934rAHQm67XNwZe8BBQAjRVCapXfheMAtPWxaloKQJ2PDKMRFAClSUq/JfqSx08ANFYIqVV+F44C0BM2QAnPXKQRVDeGL3/vtwJAZ6L5kpmA0gFq9ufLRi8CoPFUfheOBFC9axcEqM625e/9VgDoTESAsmZAAdBoIaRW+V04BkAHfgKgrOYB0JlIvrQloPkASiOolAORV8V3YbtPaQDtbTwzLQmgzifeUAE6s23xe78TAKqK5ktuAgqAxgohtYrvwhEAehIEUMIjw8gE9f/5rv0XVhoAZYdA8qU5AQVASeUB0ODmwwE65udiAKXZtvi93wkAVUUDqJGfACipPAAa3HwwQAd+aky7MEBV3xa/9zsBoKoovuQnoB4ANfrzZbMVSS+HF3IgMqv0LmxfrkwA6IifbIC6HthABOj8xF/63u8FgCoi+ZLPz8QAJaWgMg5EbpXehR0+dQJ0zE8mQN1PvNEDlGDb0vd+LwBUEcWXAQkoABorhNQqvQsHAlTh54IAJY3hS9/7vQBQRQRfWvgJgBLLA6ChzYcBdMJPnWuXBejMt6Xv/V4AqKIwgDoWgQKg8UJIrdK7cBBAp/wMAKjrfmM9QN2+LX3v9wJAFYUC1OU5D4CaCPryyIocgso4ELlVeBd2+dQKUIWfbIC6H9hgIKhzDF/43h8EgE5F8SUACoBSKkjafABAT+b8zA5Q1beF7/1BAOhUBF8GjeAB0FghpFbhXZgP0Bk/taf9tAB1+rbwvT8IAJ3K7cugS0gAaLQQUqvwLswG6AyfYQB13e1hIKhrDF/43h8EgE61AoA6CSriQGRX4V2YCdB5+mkYNxF9Gg2g9wFQlyT0W9cyejtACSN4L4Aa7Pmy1YkAaByV3YWdPtUDVMdP/Wk/MUBdvi17748EgE7k9qXOgR4JKAAaK4TUKrsL8wCqN+/yAHUPncre+yMBoBNRABo0ggdAY4WQWmV3YQ5AtelnMEBdi5WpAL0PgDokod8GAZQyggdAY4WQWmV3YQZAzfwMAKj7bg8DQB3GLXvvjwSATuT0ZegIPj1A3QSVcCDyq+wu7A9Qo3P1tk0LUOcYvuy9PxIAOlb6EXxkgLJSUAEHogCV3YV9AWpKPwsC6H0A1C4B/Tb9CN4PoHp7AqBLqOgu7DbqFKAWfgYD1LXWzgBQu3GL3vtjAaBjpR/BA6CxQrDq0S9unJ7++F31489ufPv31CqK7sKeALXbNgig7sXKJoJax/BF7/2xANCxCAC9KQCgDoIKOBCB+vL500rf/Ifpx49eOd0kQG38NNk2A0DvbwignDN8+f3WvYzeAlDaCH4BgDpT0PIPRKjeOf32u4fPZ7j88HSTALXyMx9ArWOnovf+WDyAss7w5fdbygjeAlCS3wDQSCFY9NmN2plfPv/030w/3iRAXfwMBqjzSqeBoLaxU9F7fyweQFln+PL7LQGgd5YFqJagLzt9GLQXSDsytHxSgH54+p3235+MPj2e3v/NSuZACfzsAWrnp9G2oW+P5QD0/lYAyjvDl99vQwBKHMEDoLFCsOid05/W/z5oQdp9+p21XETyA6iNnzkBanNuyXt/IhZAeWf48vuty5cnVoDS7LYAQF0ELf9AhOnRK+2JfcLLB8eTuwagH0nUfv8qVScnN206nvefC9R+/zJLV6+eqzqO4XPvWqcU/7AAyjvDF99vKQkoANpUEVp+cYDWw6XtAdTBz5vh/IwJ0PNtAHStZ3inLS1ujHAm57lTqA3NYhjS7M/hMuc71Whpc0N4xwSo5bwf+vJD5xDePoYvee9PFA2gKzjDuwB6YgVoEn4STu/akVDuXRkghiEJ/vywnp1fCUAp/OwAaudnToBap+8L3vtTBQLU5wxf/MjRPQV6xziEp47gfYfwOne+7LahdQxf/IEIlAagn92oP9oaQAn8LAugPUEL3vtTxcpACWf40vutcxm9BaDUa/DLANQxCVr6gQjWfI7+w9Ne6uJlkwruwlSAOvlpOe9nAmhn3YL3/lSRAEo5w5feb0nXkIwApboNAI0UgkXd6pBhlQgAmhSgriudJoCarVvw3p8q0lV4ikFL77eURUwAaFtFaPkcdyJtbQhP4WcMgLqXihgJulGA8s7wpfdb0gi+PID6T4KWfiCC9eiV02/p7pTbFkDd/LTZNh9AP3b9fNr+Cyud5U6klQ/hLQClT4EuA1B7Clr6gQjX56NnNbSzS7XWAVASP2UA1Gjdcve+IhZAeWf4wvstbQRvAijZbL4A1bgTAHXq818c+fnj2otbBSiBn/EA6jzLmwi6TYDyzvCF91taAgqANlWElk8M0AgqtwsTAUrhZxyAEoZJAOhUnDN84f02AKAeI/jFAGohaOEHohCV24VJAA1MQPMBtCFouXtfEZ5I3ykIoHSvxQeodwpa+IEoROV2YRpAza9OKAmgJoKWu/cVAaCtXMvoTwDQcRWh5QFQdvPEBNQNUOvAyROgTpOaCAqAklV2vyUmoDqA+ozg/QE6JygAuoSK7cI0gJqf/E0774e+OQEAja6y+20QQD2sthhAzQQt+0CUomK7MAWgtlcnAKCE0gCobwgrA6gtBS37QJSiYrswCaDmB9eObFsCQA3eLXbvqwJAWxGnQEsEqO8YvuwDUYqK7cIEgNqe/E20rS9AnSY1EVQD0PsAqE5F91tqAqrxpdcU6IIANRK06ANRjIrtwhSA6s/06QBKMKkXQD8udu+rAkAbBQHUx2lLAdSSghZ9IIpRqV2YmIA6Aeo47y8GUD1BS937MwGgjagj+AwAnZkTAF1CpXZhYgJKAGhMn3IBak5Bg/YeAGqoIlkIToB2vpv50m8ED4DGCiG15ALU9tiwdAB1mdQLoPcB0LmK7rchAPVyWgqAek6CFn0gipFggBqGSl7n/dCnhoUC1P5iWcL+CysNgPqFQJ4ClQNQswdLPhDlSCxAbU+9odt2OYBqCXoOgM5Ucr8lT4ECoE0VoeUBUGbzVH5KAaghBT0PTUEBUG0VqUIgj+BnvvScAl0UoAYPlnwgytG6Aeq0rT9A9w6T+gE0NAUFQLVVpAohBKB+RmMAVCWoDqA+KWjJB6IcrR2gsX0aHaBhBAVAtVUkCsH9KKayAeo3hi/4QBQkADS2SU0A1Xn3/Pw+AKqo4H5LnwJVfek7gl8WoHoPFnwgCpJQgFoWLHvZdjGA6r1bATSIoACotopEIdAT0DlAPX22IEBNFiz4QBQkmQC1XO30sy0DoHuHST0BGpaCAqDaKhKFAID67sjQ8gAor/mA9XaJAXo7PkBDCAqAaqtIFELhACV402cMX/CBKEhrBihh4mlJgGq8WwE0iKAAqLaKNCHQXan60nsKdFGAGhxY7oEoSesGaAKfcgGq9S4AOle5/dYjAZ0B1NdmAGikEFJLJEAty0UWAOjeYVJfgIYQFADVVpEmhBUDVOfAcg9ESZIIUMtc09S1KQB6Oz5AA64jAaDaKtKEsFqA6k/h5R6IkrRqgCbxKR+gc/N2AGUTFADVVpEkBI9l9Iov/adAUwHUZwxf7IEoSkUClH+1s2CA6rzbApRPUABUW0WSEDyW0c8A6u0yFkAJ3vQYwxd7IIrSegFKOu0DoDQBoH4jeGEA1Rqw2ANRlAQC1DLX5O3a0PXKkQDKJigAqq0iSQhsgDJG8ABorBBSSx5ALWf60gE6M28PUC5BAVBtFUlCCACov8nSAZQ8CVrsgShKqwUo7bS/JEA1Z38AdK5S+63XFGixAPVIQUs9EGVpxQBN5dMkAGUSFADVVpEiBK8EVBxANUvpSj0QZalEgDr4mR+ge4dJOQDlERQA1VaRIgQ2QDlToEyAEk7uRoDO7FfqgShLAgFqPNNP+ZkMoLf5AFXNC4DOVWq/DQAow2OLA3Tuv1IPRFlaL0DT+ZQL0Ll5xwBlERQA1VaRIASvZfQFA5SeghZ6IAqTNICerBegHIICoNoqEoTgx08AtKkitDwAymneDlCjUaf8TArQvcOkAChfhfZbNkBZU6AAaKwQUmu1AE3p00QAZRAUANVWkSCEAIByLLY8QGfuK/RAFKYCAeozgpcF0Jl5FYD6P5YJANVWkSAEGQAlTC8ZltLPCVrogShM4gB6x2TUKT+FAtSXoACotor4Ifgtoy8ZoOQUtMwDUZrWCtCkPh0mQSMD1JugAKi2ivgheCaggy95U6BZAKq4r8wDUZpkAXR2os8D0NsAaDqV2W8DAMpyWBaA3gdAvSUNoCoqtQCln/UXB+jUvDOA+hIUANVWET+EVQGUloKWeSBKU3kA9RrBmwCa2KdcgKpn/zlAPa8jAaDaKqKH4LmMfvAlcwTPBihlft6Wgn5s2wv+OzK0PADq37wMgO6TAdSLoACotoroIfjycwRQlsEA0FghpJYogM59qgWox1k/dKQUH6B+KSgAqq0ieghbAeiYoEUeiOIkCaAafhoAmtynfIBOzKsFqA9BAVBtFdFDWBlASQQt8kAUJwA0yKa+AL3rBqhXCgqAaquIHgIXoNwp0KQAJaagRR6I4gSAMm26TwdQD4ICoNoqYofgu4x+BFCev/IBdLBfiQeiPBUHUBs/aQD1OeuH+jQFQH1SUABUW0XsELwT0HwApawQsQK0J2iJB6I8iQKoJtvUAnQBnyYFKJ2gAKi2itghrA6g9hT0Y/1eYOzI0PIAqHfzKwfolKB6gHqkoACotorYIXAByp4CTQtQWgpa4oEoT3IAqh3BawDqZdoAgO4TApRMUABUW0XkELyX0Q8AZdorK0Bb/xV4IAqUJIBq+KkF6II+TQNQOkHzAvSLP37qd0EB6FRgv/Xnp2yANv4r8EB4Kok/FQGgQT7dOECf2e0e/+EHQTHMVGC/5QKUP4JPDlBCClrggfBUEn8qKg2gniP4OUD9TJsDoCPvCgfow9d2lS6/FNOjBfZbPkC57gowJmmNMiUFLfBAeCqJPxUJAqiOnzqALuPTZhLUH6B3VwTQo377vdqjX3spKJCxyuu3jClQ6QCtHFjegWAovj8VAaBBPk0EUDJBswP0qPcbjz75elAsvcrrt/7L6NcA0I/LOxA8RfanorUB1HPaqVSAUglaAkCPQ6X3v1tZ9NIPY0zZl9dvGQlo7cuAKdD0AHUTtLwDwVVUfyqSAlDDFKgGoMv5dM8E6ODdlQD0qD+8eK0eKoWf5svrt3yAss2VGqDuFLQiaOBuLAagh5j+VCQHoFp+ZgTobSZA764PoA9/9ZVdp6eCIvIKylxF3BC2CdD76wFoVH8qKgygviN4FaC+o6aCAUoiaAEAbcdH9bXOP7y2210PCqlAgDr4WRxASXfJUQDq/ZLt+Y4MLR8BoLH9qUgIQE0j+DlAl/VpMoAS7ZsboJ07+9V2F7snAteMSAOocXldyBToAgB1EvQ8nKDZAZrAn4rEAFTPz7wA3W8coA//7U6dnP/imcfeCIppTQDleys5QAkpqHyAJvGnonUB1PukH+LT20yAjrxrBSjFvvnvRLo0XR7yxTPIQNcC0HCCFnAnUnR/KpIBUOMIfgbQBX2aFqC0FDQ3QJ/8tfLRw78LXSpSGkA5y+grXwaN4JcAqIugR3OKB2gCfyqSAlADPwHQmHvfrA0/jYl1DakGaIC1go3pBKg7Ba0AGkjQ7HOg6VUWQL1H8FOA+p/0A326TwpQgnszz4H+7E+G8dAn3/+jKIMjYQA1rk9eA0BDU9Dcc6Ap/KlIBEDNI3gVoIv69DYboFdHHg1KQXMP4Ucz8rGm5wHQYGNGBGgYQbMP4RP4U5EQgJr4KRKgd1cJ0E+uAaAjX4ZNgS4CUAdBa3OuB6Cx/KkIAA0yalqAut2bDaDVBU5Vca5vFgZQ3hRoBdAQZy0AUGcK2gA0iKD5AJrOn4okANQygp8AlHHSDwXo3mHSEIBSzJsvA72YG/TZoGD8gzJXETEEzqOYVgTQsBQ0YwaazJ+KZADUyE8FoMv6dPwS7s0B9OH/9oMffP/apa//oNOfqitGkgdlriJiCLwRfOAipvAzOwmgdoK2AA0haEaAJvOnoqIA6j+ClwnQnqAugDrNW9AcaCytBaBBxloCoK4UtDWnUIBWSnTdaCIBALWN4McA5Zz0gwEaloLaAUo4+xe0jCmWygIobxn9qgAaQNCSljElkgiAmvk5BejSPg0ewwsHaBKVBlArP4UD1ErQzpwBBMVCekIFEZsHQFWAurybC6APf/aD48n9+P9jxTndiwJoqinQRQDqSEElAzShPxWVD1DrCH4EUJZnswH0KgWgbu/mAugXz+wee0NdK7LGdaCZRvAAqHog/JTQn4okANTCzwlAF/dp8CQoABoSlLmKeCHIBCjxWbUAaLhKAihjBJ8boM9tFKAJVRRAmVOgwSP4pQBqI2hvTj5BMQdKqCBe8wDoHKAO7wKg2iqihcAGaKCvlgGoPQUdzMkmKABKqCBe84wp0AGgvJN+4QB1WhcA1VYRLQT2CB4AjXsgipUAgNr4OQZoBp9WAA0h6FoA+vA//O3fBUUy0goAegsAjX0gwhTTn4oA0CA9F7aQST5AP/0fPjgcvqje3HX550GxMIIyVxEtBC5Ab2cGKPVh3zaCrgKg8f2pqHSAOkbwPUCZ0/blA9Tu3dwAvVdf2jyLeZETAI1hTOrbEiwEHZmTS9DsAE3gT0UFAZSTgI4AmsWnz3EXMhEB6rJuZoBe1Lb85NruiQ8+fSbSG7cFAdRwdr+1OoByCZoboCn8qQgADdJz3LX0zQoS6QA9q5+xeLG79PN4b9wWBVBTAgqARj4QPKXwp6LCAeoawXcA5S68ywbQu2SAWq2bF6APX6ic2dp0la/02ABAjQSVD9Ak/lRUPEDt/BwAmsenz7FvRiIC1GHdvABtPPnFM7srh3UClD0FKgaglhR0ClAWQTMDNIk/FQGgQXruNn8MvxaAfnKtftY3ANrzswCAkl83QwMoMwUtAqCR/amoHICyRvCSAXpVPECbIdK9eopplXOg7BE8ABr3QPCUxJ+KSgeog58tQNn3HucD6F0yQG3WzX4R6Up1ebNy5iqvwm8AoGaCKgDlEDT/RaT4/lS0FoBm8mkDUPYYngBQ+7k//zKm5m1dD1/cNef5cBUEUMfj6C0jeEEANRJ0ak6RAE3hT0UAaJCea7y6VYAeh0dHXakn6i9FeulhUQC18dMI0N4YIcYCQA8RvJDAn4qKBqh7CrQBKP/pYQAoTeZbOX/2Jy8d//nij598PSiUQQBoDGN6uJIKUAZBswM0gT8VFQ5QFz87gObyaQtQLkHlAzS+xADUNoJfH0BZKWh+gCZXMQDljeCLACg/BaUA1OpcAFRbRaQQeAAdGSPAWMsB1ERQAJSikgFKGMEDoHH2vks2gP5Tp98FBdOpHIAGjOBFAfQuEaD+BC0CoJH9qahsgDr5WQM04AUKsQDKIegaAPrpiyt+J9J2AKolqGpOiQBN4E9F6wBoNp8+523WsW2vSgfo9K1d2wKofnzUeVEUQPUp6AoAmsKfigoGKGUELxmgd8kANTs3M0Dv7XaX//RvO/3dyu5EYkyB9lbMD9DgFHQOUG+C5gZoPH9+VLz2+1cVnZzcJKl6gUJmHcfwL/urAihFH3+8/OFQ/GO6lbN+TENcFQNQzjJ6oQDVpqCzs7s4gCbxp6JSMlDmCL7KQENeIRspA+WO4UkZqM24uR8mEu3ujuVPEU7NT+nu83v+c/kgn5M66Vye40RuFMVUEf1pMW5oBXGaB0BFAjTBtFJBGagtAdXa85bUDFSXgmoyUN8UNHMGmugBTBOVC1DSFGg5AGUSVDRA2wfWxpUQgNpH8PIAOifo/OwuDaBJ/KmoZIAS+HkEaMAipngAZaegFIBajJv9IlL8J9wAoHX5cIA+F5iCygdoEn8qWgNAM/p04wA9nuJ/FBSBRqUANGgELxCgM4LqAOpJ0NwATeFPRcUClDaCLwigDIJKB+jDn31/t7v09R+0+pNVLWNiAXRuDK6xlgboPAXVTNALA2gSfyoqBKDcBPTOzaARfDyAslJQyxu9RAB0uk55ZQvpGcvoZQNU9aJ8gCbxp6IVADSnT8MAanup7NS3JuMCoNoqYoQQNAUqEKAzM2oB6kdQAJRQQZTmuSP4bQDUfObPfS98AhUCUMYy+rEVSwCopycJAPVNQXPPgS6gcgFK4mc5AGWO4QFQVcUA1MZPnT8nThQIUNWNAChF0gEaNgUaE6AcggZPghYB0IdRnxMGgNblMwD07koBGtefisoAKHsKNOwafHaAviwfoO9/r5pc+uKPfxjrEqcIgLpG8EIBOnGjHqBeBC0AoNH9qahQgFKnQDcCUCNBcwP04WvN7PwXz+wuR5qilwrQW/IBOiWo9j5jYQBN4E9FxQKUyk8ANHjvE2QC6Nlud/m/uvbYGw//7a5++3YElQHQwBF8GQANS0HXANAE/lQkHqB5fTop7k9Q6QC92O1+1D6y4b1ruzjvjQVA6/JZADohqAGgPgTNDdAU/lRUJkCXGsHHBai/X18OnQTNDNCz6l7j9pk39yI9e1ECQHX+XAVAxwTVPypMFEBT+FNRqQCl8RMAjbH3CbI9jak16CfX1rSQnjEFajEGw1jZANobUj5Ak/hTUREAzTYFKgagJt/mvhOp8mRr0FgPXywCoN7L6FUjSgXo3TUBNIk/FUkHaCgAAVCStgdQGz/FADSIoCaAehAUACVUEKH5gCnQogDq7dcKoEFj+NxD+GpivnXmRaTLnAIAqvHnegDaE9TwugRBAE3iT0WFApTGz+IAetsboPTniSTb+xQZH6h8pTNotBd4iQCoxol2Y3gbCwA9hHshhT8ViQborfIA6mdY6QD95NruqQ9qg3763V2k1yeUANDgKVDJAO0saQQonaC5AZrCn4pKAGjIIqbCAOqZgtIBaiBo7oX093a73VevXfr6V47/Rnp7QhkAtfFTB1CnMXyNlRGgrSdNbzwUBNAU/lRUJkBp/CwSoF6OrQEakoLmBujhH691T1uM5U+JAJ0vBikEoNwU9OpKAJrAn4okA/RWgQD1c+wRoGFj+OwAPfzhV189uvPxJ18PimSk8gFK4KdsgN5dD0Dj+1ORbIAGGxUApWljzwPdOkBrU5oBSiZoAQBNrQIB6nUfJwAauvdJ2hZAw0fw0gF61wJQjxQUACVUEN78DKA0fpYKUA/LNgANIGhugD787d/+7d/+U9T1dQBoXT43QK+uAqAJ/KmoAICGTIGWB1Avy1YADUpBswL00xe7GfpLP4z30O/iATobIenuJy4FoAEEtQCUStC8AE3jT0XlAdTvSUzlAdTHspIB2jyrttc3VvREer8pUO3zGNYMUHoKmhOgqfypqESA0vhZLEA91oIKBujDFypbPv6Do75fn+hj3SiXH6Cey+jXCdCKoJIBmsyfiuQC9Fa5ACV7VjBAz46efLIbGH364vGvSHfKlQDQVwHQoy9FAzSZPxVJBujgkmw+1Rf3A2gIQbMB9JNr06XJ93bruZXTDlDSFGhJAOWnoGYnEgmaD6Dp/KkoP0CDpkALBSjVs3IBeqae0c9i3etRPkAJ/CwHoPwU1PKoxfIBms6figoEKI2fJQOUnIKKBWg1wzR9rdWPBQAAIABJREFUxcxFrFkmYQA1PNIbAI1wIPheSOhPRWIBeqtogBJNKxagXzyjjoiOY6aVAPTITwD0rvVp39QxfDaAJvSnotIA6vs6uTIBSnVtB1ASQQsDqPJ87/knyYMyVxFU2g5Q1aBrBujd0BQ0J0BT+VNReQCl8XNNAA1IQQFQbRVBpV0A1fqQagyysaIBlE1Q27MWAdBOUgF6q2yAEl0LgIYEZa4iqLQXQE1vNVwHQI3OBEA7ZQdo0CKmcgFKsy0AGhKUuYqQwnsfgBrfCrt6gJIICoASKghsPmwKdC0A5U6CAqDaKkIKHw1pAegJAOqRggKghAoCmw+bAi0XoCTftgAlpqAAKLWKkMIugGpt6GMMmrFiApRHUACUIqEAvVU+QCkElQzQuQBQmjFIxooHUG4Kar3PuHyApvKnIrEAVV3CNFlSgDqN6wdQjWsBUG0VIYV9AGrk52oAalrJRJsEBUAJFYSVDpwCLRmgBIIOAGWmoNnuRPrZD+b6kzUspK8MaQbo1KBmfq4IoCEpaL47kdL5U1FpAKXyUwJA3c7tAMoew+d7GlMyFQ5QWgK6HoCaU9DEB6IuH+6F1JIK0JlLmCZLClCndQHQuQDQunxEgDIJal9jB4A2Kgqg/iP4wgHqsi4AOpccgN7aBEAN3iRNggKghArCSisApfFTEkCt3h0BlEdQAFRbBb/o3gpQ8hTo+gFKSkEBUEIFQaVDp0BLB6iDoD1AuSkoAKqtgl+0NqQFoPrTOMMYLmMBoAcA1K3QKdDiAWonKAA6FwBal48LUA5BHUtEKGN4AJRQQVDp0CnQ8gFqdS8AOpcYgNr4WRZAeSmoa4IeAK1UFkCp/JQEUJt7xwClEBQApVXBLrm3AnRyhrfyEwANPBBteQDUISZAtS5hmWwBgFrsOwCUmYICoNoq2CUbP5oBSk1AAdDAA9GWB0Dtmr59Zq0ANfsXAJ0LAK3LRwYog6Cu+SXCJCgASqggpPAEoJwpUCkANfgXAJ1LCEBti0DJxrCUjwpQVgrqNCcAeigMoFR+SgOokaATj3ImQQFQbRXsklaAekyBAqCBB6ItD4DaxQSowSUcky0DUBNBRx6lpaAAKKkKbsF2St4IUJML+cYwlgdADwCoU2OAskbwUgBqICgAOpcMgDpG8OUB1J+gzuGRexIUACVUEFJ4ClAqPyUCVG9hb4CqBAVAtVVwC1oB6jOCLw2gnBTUbU4AVCZAjS5hmGwxgGoJOvUoIwUFQLVVcAs6AGp0YZAx9OUB0AMA6tSWAKrz8NijrDE8AKqtglluD4AaAaofwyc6EH15ANSuEUCpU6C3xAJUY2IAdK6sAH2bCFAXPwsEqDdB3eZ0ToICoIQKQgpPAMpJQEUBdE5QAHSuUgE6PsM7+VkcQBkpKMGcAGhegB75uTGA7q0e9ScoAKqtglnOAVCPBHSFAOWM4QFQQgUBZbcG0BlBJx7lpKAAqLYKZjkA1NOcAGgxAGVOgQoDqGpjAHSufADtn2zjAqhrESjDGLPy8QHqS1ASQO0EBUAJFQSUnQCUlYBKA6hCUNWjBIICoIQqeMWsAPWbAi0PoP4pKOXsDoACoGHlvUtMfDz1KCkFBUAJVfCKOQBqNmEUYyjlywMoYwwPgBIq4Bc9GtYXoLPBk0CA7k0eBUArlQ9Qwgi+SIB6EpRiTgC0EIDSp0DtLvE22eIAvR0I0KlnAVBtFaxSextAPUfwBQLUOwWlAdRKUACUUAG/6ASgvBG8QICOjTzzqG8KCoBqq2CVGt6OoAWo1wh+lQD1T0EBUEIF/KL+AJ0PngQCdORkxaP+Y3gAVFsFqxQVoJQR/AoByhnDA6CECvhFOQB1ucTXZHkAuvfxKADqXQWrFB2gqYwxLp8CoH4EBUApygjQyrCtVdlToCIBehsAtSgXQPc2gPpOgZYIUN8UdG5OjTvtk6AAKKECdskJQJkjeJkA7a1M8qiNoACotgpOodELYnUA9RvBrxGgjBQUACVUwC7JAajbJZ4mywPQzss0jwKgvlVwCtEBmtIYfXkA9ACA2gWAAqAalQhQ7xF8oQD1IigASlERACVOgeoGT0IB2hJU41E3QQFQZxWcQnaAeo7giwSoZwpKM6d1EhQAJVTALVgbtgMoNwEVC9DbeoBSUlAA1FkFo8yInw6AJjZGW75AgPqnoAAooQJuwa0DdA+AagWA1uXTANSHoAAoRSUANGAELxegNUFZAB1bFgDVVsEoYwPoyKDEEXyZAPVLQXXm1I7h4x6ISXkA1KwxQNkJ6AoB6pWCAqDaKhhl7AD1TUDXCVDt6d02CQqAEirgFtw6QCs3Ez0KgHpW4V9kvxGAehCUak4ANKwCZrnGsB4A1Q+eBAP0NgCqUy6Avm0EKGMEXyhAvVJQAJSiAgBKngKlusTHZFkButd61ElQANRVhX8RO0C9E9DVAtRvEhQAJVTALDcGKH8ELxqgt3UA9UtBAVBtFf5FNgNQOkGp5rRMggKghAqY5XwBahg8yQboHgCdKQtA9xaAckbwpQLUJwUln90B0KAKeMX2/gClu8TDZFkBqrUzABpehXeJCT9nAPVPQAFQ5oFQygOgJrWOPVo1aAp0lQD1mAQFQLVVeJcAQKkA9ZoEBUAJFfCKjQEaMIIXDtDneCkoAOqowrsEDaD0EXzBACUTVAdQwyRovAOhlAdATfIHqIdLPEyWGaDPAaCqcgB0bwHoZAp0KWMkA6hHCkoGqJmgACihAl4xALRpXuNnnzE8AKqtwrfAlJ8qQBkjeACUdyDU8gCoQZ1jX32VNgVqHDxJB+jtsBQUANVW4VtgUwClEtQAUJ8xPABKqIBVagzQkAR0BQDVpaAAaFgVvgUsAGUtYioYoPQUVAtQv0lQAJRQAasUANo3zxnDA6D2KnwLWAHKSUC3BlADQQFQQgWsUp4ANZ/7VwBQRgoKgNqr8Nxe4ScAagWoRwoKgBIqYJXqAUqdAvV0Cdlk+QGqTUEdAO0dC4Bqq/Dc3gJQ5gi+YICSCaoHqNcYHgAlVMAp1Ds2dAS/CoDODA2ABlbhub0VoKwEtGSAUgkKgFIEgIaVj9H8zND0SVAAVFuF5/YAaDBA9QQFQAkVcAp5AtRi3VUClD4JCoBqq/DbfG8GKHcEv2qA0lNQAJRQAadQ71jSFKjNuQBoyLEDQCup/JwAlJeAFg5QEkENAPUZwwOghAoYZfYjgIYloKsFKJGgAKi2Cr/NtwZQYgoKgFKUCaAag24XoAEpKACqrcJvcxJA/UbwACjnQMzLJwboo1/cOD398bvjj/7lX5+ePj39yCoBALVadxUAna9kWglAOQZdHKCzKVADQJc0RmqAUghqBiiZoIUD9MvnTyt98x+Gj35Tf3L69N9Q68gL0OAp0LUA1Ps6vAiAsgyaAaBvbwygtBTUBFCPFLRwgL5z+u13D5+/cvrt33efPDh9+i8P1Udjz1qVG6A3AdBK3imoCICyDFomQD1H8AAo40BoyicF6Gc3ahd++Xx/On/0yulPD/VHzb8E5QDoeAQPgNbSpKDyAcozaEkAPRkBdFFjAKBN+aQA/fD0O+2/P2k/+fL59sT+Tv+RS+UD1G7dlQB0ZmniGL5ogPIMujRA51OgY4AyR/CFA5REUAtA597UL6UvG6DvtGfxB61PJ1+tBqAO564VoMQUtGiA8gy6PEBVfmoA6juCLx2gFIIaAUpPQYsG6KNX2pHRZzeGOaZGo0FTH0lB2u9fbXUEqEu3bj23Be33L0919eq5VR9/nPQYKWbjAFSIQQc3znTS+3N1Lpz5zUc6byb240wMQ9L9+eHslL/sj7NrD4DOpQGonaCiAVqSQa0AXa0LAdCxP5VLmg/KXsY0GjNhCN//p+8YvvwhPNOgBQ3h+VOgax/CEydBZQ7hH9x4mnoNvnyAupy7GoBqLiMRJkGFANTHoAsDVMPPDqAn/CnQ4gFKIKgZoORJUJEA/dAj/8wM0BMnQJ3GXTNACSmoRIA6DFoSQNkJaPkA1b3NcFsANVzk/I0XP3MD9CYA2ok1hi8ZoEyDAqCqM7hV2L92pqCrB2i3vO7D0ZKQR++cfot6E1Kt5QE6HcEDoJ3WB1CeQYsBaMgIXgBAnQS1AlQ3CRp2ILQHcuE7keqb535vLqERABpWPmLznpOg5QOUZ9BlAapZRj8AlJ+Arhyg1BS0bIA+euX0W8qtxh/68jMrQE+cAHU7d0UA9SRo+QDlGXRpgM75CYBuA6CHz0cPu/nsxvE03z79ptLs3g+D8gL0jh2gBOOuGaAEghYNUJ5BSwFo0AgeAPU9EPoDmfh5oJ//4ujEH9en9NqfD07LB+geADU1vzqAsgxaDkADElAJAHUR1A5Q0iRo6QCNoAwAfRsA1Te/PoBytChAtVOgWwGoYyWTDaA6a2qW0gOghAo8t59MgQKgkz/9loICoMYqyFtq+VkDNGwELwSgVoL6AlSTggKghAo8t5++zsMKUIpxVwVQv8tIAKixCvKWNoCGJKAyAGpPQQFQipYG6N4HoHFcYi0uGKCVYQFQbRXkLbcOUBtBHQClTIICoIQK/DafToFaAUoyLgAacuy2DlD9FGgF0MARvBCAWglqBah+EpR9IEwHEgBVNZ0CtQGU5tu1AdRzDA+AaqugbqjnZwPQoAR0kwCdExQAJVTgt7nyRmMAdCqvC/EAqKkK6oYAKAAaqIUBugdArc0DoGUA9AQAdQKUMIYHQAkVeG2tTIECoMoHvmN4AFRbBXE7wxRoDdDBhmsGqI2gdoCSJkEBUEIFXlsrU6AWgBJ9uzKA+i5kAkC1VRC3M/BTAWgOYywGUMtKJgCUoowAvWMDKNW3aweoYwwPgGqrIG5nBGjwCF4QQI0E9QfojKAAKKECr60BUEfzszG8jaAAqKEK4nYWgAaO4OUA1JyCOgHqTkEBUEIFPhurU6AA6OwjAHQxgJqmQN8OH8FLAqiJoA6AUsbwACihAp+N1SlQAHT2ke91+KBjt3WA6vm5LYAaU1AAlKJ8AL1jAyjZtysEqMdlJABUXwVtMyNAw0fwogBqICgLoFNDAqCECnw2pgM0tktMxYsDqOcYPuzYAaB6ft4cAMo9skG+WBSgphTUDVBnCgqAEirw2FZdRm8EKN23GwCohaAAqL4K0lbGKdDNAVRPUBdACWN4AJRQgce2sylQA0A9bAuAhhy7jQPUOILfFkANKSgASlE2gN4BQA3NLzeGB0D1/NwcQLUEBUApAkDDyqdo3uMyEgCqrYK0lWUEvzGA6lNQAkBdBAVACRXQN51PgQKguk89UlAAVFsFZSPbFOjN3ogbAaiOoE6AulNQAJRQAX3T+RSoHqA+rt0EQO8CoH5VUDayjeBvMpyoHFm+KZryiwJUm4ICoBTlAugdM0C9XLtOgJJTUABUWwVlIzNA72wQoBqCAqAUAaBh5ZM0T78Qfx5EUAAUAG2lISgFoDNbTpfSA6CECshbaqZAAVDtxwBoYBWEbUxToOOXbfOnQLcBUGcKCoASKiBvqZkCBUC1HwOggVUQtrEkoCOA8o8su2RbfmGAajwHgFKUCaB3zAD1c+1KAUqdBAVAtVUQtgFAFQGgLBUI0JQumRUvEqD0FBQA1VZB2MYygu9cGTCClwhQ1XMkgGomQT0PhPVAAqCDdFOgGoB6mnYrADWsZDoPug6/YYCap0DvjAAacGT5RZvyiwN0loISAOpKQQFQQgXUDXVToHOA+pp2rQAlpqAAqLYK9ya2EfxWAap4DgClKA9A7wCg9uapKSgAqq3CvYltBN+6MmQELxGgagoKgFIEgIaVT9S8DqA6ggKg2iqcW1hH8D1AQ45sQNm6fA6ATk1HA6h1EhQAJVRA3E47BQqAGr7QjOG1BAVAtVU4t7CO4LcKUIWgFIBqTDleSg+AEiogbqedAp0B1Nu0KwUoNQU9D7qbEwC1ADRoBL9hgN4HQP0qIG6nTUBVgPp7FgAFQOdVOLewjuA7gAYd2ZDCtzMBdOo6AJQiADSsfKrmidfhAVBtFa4NDFOgk2eEbRGgtxkAtU2CAqCECmib6adAAVDjV7QUFADVVuHawJ6A1q4MG8GLBejIdSSAaidB6QfCdSAB0E76KVAA1PiV7gFjBoCyCQqA2gAadmSDSmcD6Nh2XICOCAqAEiqgbaZPQBWAMky7YoBSUtDz+yEpKACq8BMABUA9VRJAOZ5dLUBpKSgAqq3C8b1jCrRyZeAIXixAR7ajAtQyhgdACRWQtjJMgQKg5u+0AFXNCoBqq3B87xjBNwANPLJhxfMB9LYnQK2ToAAooQLSVoYpUADU/J1uDD9LQQFQbRWO7x0j+I0DtLNdAEA7RwKghApIWxkSUADU8iUlBT2/H0JQAFSbgB5dGTqCFwzQ3ndsgN4HQH0qIG1FASjLsxsDqJqCAqDaKuxfu6ZAa4CGHdhNAdQ8hgdACRVQNjJNgY4ByvPsqgHqTkEBUG0V9q9dU6AbB2hHUCJAbZOgACihAspGpilQANT2rT4FvQqAOquwf+1KQO+Ej+BFA7Q1HgBK0fIAvQOAEpunA5RJ0G0CVD+Cn9zeEczPbQO0JygASqiAshEAymmeClB2CrpVgDoS0M0DtHEeHaDGFBQAJVRA2MY4BToCKNOz6waocxIUANVWYf3WDdDwEbxwgNYEpQLUMoYHQAkVELYxToEOAOVads0AJaSgAKi2Cuu3hhH8BKBhh/X2CgC6B0BJWhygdwBQcvNagN4FQJ1V2L50T4ECoLX1PACqErSblQdACRW4NzGP4AFQ69faMfzkhH9+P4SgGwXoAiN48QA9eo8MUHMKCoASKnBvMrIsAOrVvDMFBUC1Vdi+pIzgc9OrAIBWBAVA3VoWoOoUaA9Q9jl/kwC9CoDaq7B8RxrBZ6dXEQDVmg8AnWppgN7RApQ/Zlo7QB0pKACqrcLyHWkEn51eBQDUg6C6SVDngSAdSAD0YJ0CBUAdG7hS0B6gLIICoHqAFkCvEkLwIag+BQVACRU4t7CM4AFQxwYGC/eGPZ+e8X2PHQCqH8EXQK8SQiATFAANqMC5hSUBBUAdG5jG8ACotQrzV9opUIWfAGgXApWgpjE8AEqowLmFG6ABy0ZWDlDXGB4A1VZh/oq0CLQMepUQAp2gACi3AtcGtinQDqDZXLIegHIICoACoI4QiAQ1LKUHQAkVuDawTYE2AA1Zt7xNgPaGPR8Myzl2mwMo7TakUuhVQgg0ghomQQFQQgWuDWwJaPgLZNcPUANBAVBLFcZvaLdxFkOvEkLYUxBqmAQFQAkVuDYAQIOat6egAKi2CuM3hEtItMPiPLKh5csJgUhQAJRZgeN76xQoAOrcxGTeGUAZBAVAAVBKCASE6idBAVBCBY7vrVOgAKhzE+MY/uoEoKwUdHMApSxioh0W55ENLV9UCHsnQvVjeACUUIHje2sCGv4G7tUD1JyCXgVATVWYvtDzc/YgprLoVUQIToQCoNwK7F/bR/Dh7z8EQAHQeRWmL2gJaHH0KiKEvZ2hACi3AvvX9hE8AOrexjqGHwPUn6BbAyhxBF8gvYoIYb+3QFQ7CQqAEiqwf21PQAFQwkY0gHJS0O0BdM5P3aOUS6RXGSGYGaqdBAVACRXYvwZAg5u3jeEBUG0Vhs+JCWip9CokBANEAVBmBdZvHVOg4S+Q3QRAzSuZAFBtFfqPdSP4qSsBUFoIOoQCoMwKrN86pkCPAA09yoHFBQDUloJOAOpN0M0B1JGAAqAeIagMnY3hj4YEQAkVWL91JKDh7z/cMkDvTgDKSEEBUP3bOMunVxEhzAg6S0EBUEIFti9dI/jwlydsG6BXAVBtFfqPXQDtz+YS6FVGCGOEAqC8CmxfukbwAChlK/Pyu4lnAdC+Cu2nzilQANQ/hBFBNWN4AJRQge1L9wgeACWIClBfgm4NoLQZUDn0KiKEAaGaSdDQAwmA2gF6BwCliAZQ/xQUAFXe5eF3WKxHNrS8nBB6gprezRlwIDcOUNcUKDJQ8kkeAPWpQvchfQQviV5FhND6EwBlVWD5zjUFeif89V2bAGiqMfzGAEq8Bi+MXiWE0BBUMwkaeiABUFcCCoBSZAToy0GXkbYOUMMUqDB6lRBCR9DIk6AbB6h7BB/uk60A1EBQAFRbheYz7Qhez09p9CohhNqh0cfwmweofQQf4/Vd2wCoMQUFQLVVaD6jz4DKo1cJIVQEjT6GB0BtCWiU13cBoAFDpm0D1DSAF0ivEkJoCAqAeldg/MZ9GxIASgeonqAvB62l3xBANSN4ADRuCFqAhhF06wB1juABUOqWRoDeBUDnVcw/8riEJJJeJYSw36tj+HMA1F2B8RvKg0QAUKIsAL3KPuMDoFp+iqRXCSFUBAVAfSswfkMYwQOg1C0NY/gjQBWCpjn40gHqHsHzDov5yIaWlxjCcS8DoN4VmL4YPGsYwfMOknqUA4tLAaghBQVAtVXMPvGZARVKrxJCUFPQ88BJ0I0D1J2AAqDkTQFQjypmnzgAqjyWVia9SghBSUHPA6/DA6AWgLIP0vQoBxYXBFAdQecA9THsZgDqGsEDoLFC2O8BUM8KDJ87RvCxXp6wGYDqU9AKoPwUdEMA9biEJJdeBYQwB2gIQbcNUEICCoDStzUDdExQAPRAAqhtClQsvUoIYULQ88C19ACoCaDR3j6zJYBqCKoBqIdhtwJQ3Qjewk+59CohhPEsKABKqED/sWsEH3aQRkc5sLgcgGpT0BlAvQy7HYA6EtCQw2I4sqHlxYYwTkEBUEIF+o9pCSgA6rExAEquQvnbMwEVTK8CQjgZEfQ88G5OAFQP0IhPXtwUQOcEbQDKHcNvBKDzEbztCpLvYTEc2dDyYkNQABqUgm4XoPYRPADKat4MUOZlpM0A1OcKkvdh0R/Z0PJyQxgRFAAlVKD9lDiCB0B9tgZAqVVM/wRAFw3h5EQBKJ+gACgAGrF5zRheC1CyYbcBUMcIHgCNHMLJkIKee6+sUw7kVgFKHcEDoF6bkwDqYditANR6DX7OT8n0KiGEIQUFQAkV6D50JKARDlJfQWDxlQCUN4bfKEDta5j8D4v2yIaWFxzCkIKeey9Nju6FSPpoWe33r7Y6ObmpqnoXJ8TRMbF/2aSrV89bHQ0bfgQV/yQHaHjERg1m7DwJNybVycnf789HiuHHmVIbkqokGaj9ZR5RH127qQx0noL2GSgrBd1EBuqfgIpO/0oIoU9Bz72XJkf3QmolAqiNnwAou3kAlFbF6L99F9FzDouuitDyokPoZkE7gHIJunmAOmZAAVBvgO4BUEIVo/9mJKDC6VVACF0Keu69si66F1IrBUD3NoBGfvb3tgA6S0EHgHIIukWAupYwsQ6LporQ8qJDODl5CwClVjD/iDwDCoBGBOhd/5VMGwDobBEoIQEVTq8CQqgAuh8DlElQAHQG0NhPXgRAA1LQTQDUNoLXJ6DC6VVCCG0Keu5/d1xsL6RWUoA6E1AA1LeEQtAxQEcEBUA7OQAa67DMqwgtLzyEZhYUACVUMPuEPgMKgPqXnxIUANVWMfyndQRvSEDF06uAEJoUdAAoj6CbBKjHDCgAmgigRIKuH6DzBNQ9AyqfXgWE0MyCnnue0RN4IbWWBWj8R9cCoFqA0hy7eoCyZkDl06uAEI4AfQsAJVWgfmABaILn3mwQoHsTQL1T0A0ClJKAiqdXCSHUKegIoCyCbhGgtkWgAGiE5i0A9Z0F3RxAaQmofHqVEEJF0HO/E3oKL6RWAoBqz/YGxwKg3gJA3VV0/zEDKCkBXQG9CgihWwsKgDoqUP62JaDRDxIAagIoybFrBygzAV0BvQoIoZkFBUCdFSh/DwAlJKAAKKPQmKBmgN4HQJkzoGugVwEh1AANJOgGAeqXgAKgnFIjgioA9UxBNwZQagK6AnqVEMKRoH8/ekc8h6BbBKjPDCgAGhugfgTdGkCJCega6FVCCBVAw1LQ7QHUMwEFQDmlAFBXFc0/CkDJCegq6FVACCcnfx84C7o5gPpdgo9xkABQAHReRf3/7AR0FfQqIYQKoHsA1FHB+A/fBBQAZRUbCAqAaquo/o89A7oSehUQQvCF+A0DlJaAAqC8cj1BZwD1Iui2AEpOQNdBrxJCUNaC5vBCaqUBKDUBBUB55SwAveuxkmlLAPVIQFdCrwJCmC5l8k9BtwZQ7wQUAOWVswKUnoJuCqD0BHQl9CogBHUtaAYvpFZcgHrOgAKgCQA6IWisgy8PoAEJ6EroVUAIoYvpNwZQ/wQUAGUW7AjqAqjdsSsGaMAM6FroVUII00lQ7xR0awD1TkABUG5JANRWRVgCuhZ6lRBCWAq6LYAyElAAlFuyTUEBUG0V1hlQJz9XQ68CQpiuZPJNQTcGUP8EFABlFzUDlE7QzQDULwFdDb1KCCEoBd0UQC1LmADQ+M03KagWoHcB0KAEdD30KiCEoBR0WwA1JaBJn3uzWYDetgGUSNAVA9QyA5r2sHRVhJZfTQghKeiWAMpKQAFQftk6BdUDlLqYfrUADRrAr4leBYQQkoJuCqAcfgKgAYVtAKWloOsFaFACuiJ6lRBCQAq6IYB638QZ6SBtGaB7I0CJKehaARqYgK6JXgWEoKagHgTdEkBZCSgAGlLaBlBSCrpSgAbcxBnjsDRVhJZfUQj8FHQ7AG09O+dn6ufebBqgeyNAJymo0bGbAKh/AroqehUQAv+Gzs0AtOenZwIKgAYVtwGUkoJuA6DeCeiq6FVCCFOAehB0ewD1TEAB0KDi+70RoKQUdAsAZSSg66JXASGod8STCboVgFr4CYCmbN4GUMJ1pHUCdL9/lb+GPsphuV0SvUoIYQpQegq6EYDy+QmAhpUfvyKekYKuFKBvvxqWgK6MXgWEcMIk6KYAqpkABUATN3/bBlA3QVcJ0P0YoCx+roxeJYRQEfS+P0G3AdAAfgKgYeUDU9B1AvRtI0AXOyxl0auAEOYpKImgmwComZ8ExwKggRUEpaB6+N9DAAAgAElEQVRrBOh+DFBeAro2epUQwjwFpRB0OwDV8xMATdz8EaC0FFRP0FUC9O0xQFn8XB29SghBSUFpBN0CQM38XOS5N1sHqG0Q70xBVwjQ/RigzAR0ffQqIAQ1BSURdAMAtfETAE3dvB2gzhR0jQB9ewAol5/ro1cJIagpKIWg6wfovgWohp/LPPdm8wClpqA6gq4PoHszQJc8LMXRq4AQZiloRdBor43NptABU7Vo2cBPADR583X7NoJuDqBvDwBlJ6ArpFcJIZyc7H0JunaA7us1dwH8BEDDyjsBaifo6gC6HwGUz8810quAEOYpaMS3HmZTmF2rJSP6CVAAdInmm/bNBJ0AdO7W9QH0bQC03BDmKahrInTdAN1bLiAt9tgGAPS2haAbA+h+BNAAfq6SXiWEcCSoBqBRHlibTewQ91Z+UufsAdAY7XNT0NUB9O0eoCeMp9jFOywl0quAEHQpqHUidMUAdfETAF2i+a59YgqqEnRlAN2bAOqZgK6TXiWEoElBrQhdLUBbfFb8vBnCTwA0rHzfPm8Qvy6ADo8BfTWMnyulVwkh6FJQyzh+rQAd8fMOAJqxeTdA79pS0NUCVBnAA6ClhKBPQY1J6DoB2uGzGb/rALrgYxsA0EasQfyqADp6Dv1JWAK6VnqVEII+BTUhdI0A3U/5qQPokncdA6CtyIP4kU3XBdDApyjHPCyF0quAEEwpqH4cvz6ADvjsTvMAaMbmJwA1ENSSgq4JoJMENGgAv156lRCCMQXVJaErA+h+hM9+mDQH6KKPbQBAOzEIuiqAjvh5M4yf66VXCSEYU1B1fMT3wpKihzjB5zDNpAHokgcJAO3lT9AVAXTizJth/FwxvUoIwZyCzpLQFQF0Qs/xNP0MoMs+tgEAHWQGqGEt03oAOh3A3xyZEQAtLYST/VUTP1WCrgWgewWf48ucKkAXvusYAB3JNwVdI0CnK0NY/FwzvUoIwZaCTofx6wDoDJ+TZSIAaMbm1fY9CboagE75OXiSx89V06uEEGwp6ISgawDojJ7KMrubIfwEQMPKzwFKIuj6ADq15s0wfq6bXgWEsKcSdAUAneNTWaZ8M4SfAGhY+Vn7JoLqp0HXAlB1acjNkAnQGIelZHqVEML+Ko2g4gGqwaf6/JCbU34CoEs2P2/fi6ArAahpaR2XnyunVwEh7IkEFQ5Qzeh9/vwlBaC+exgAjdw+jaCNQ1cGUGVpHZufK6dXCSHsr5IIKhugOnzOn18XtmgZAI3ePpWg9oOvqGSAzvjZeJLPz7XTq4AQ9jSCSgaoFp+a53+GLVoGQOO3byaoOohfBUDn/Kw9yZ4Avb16epUQwl6dVNISVDBA9fzUvEAOAM3YvOlWDyJB1wRQZWldCD9XT68CQtiTCCoWoAZ86l7AGbZoGQBN0f7egNCJZVcCUA0/j54M4ufq6VVCCCSCSgWoBz8DFy0DoEnaNxD0qkLQFQBUx887N8P4uX56FRBCZVAnQYUC1IBP/QuQhkXLAOjizdtm6Sk5qHiAjl6NMAVo2F5dO71KCIFG0GQ2i6W5XU3pp+EFcmGLlgHQVO0TCLoKgOqcGcjPDdCrhBD2s2l5DUGT2SyWZnb15Ge/5i7TXccAqEnmYTzDn4UCNA0/t0CvAkLY72eL62YAlZeBmvBpfIFx2KJlADRd+26CngvPQLs3a6v8BEBFhNAO4i0EpRs0mxS7evMzcNEyAJqyfdelJOEArc2q42fx6EAIlRp32hAqDaDG4buZn+2iZfYeBkBTtu8gqGyAdvyc+rHKP4tHB0Ko5SSoMIBy+Bm4aBkATdu+/VKSaICa+SkAHQihVutOI0JlAdSITxs/AxctA6CJ27euCBUOUBM/JaADIVTqvHnVgFBRAOXxM3DRMgCauv29HqG1YyUD9OhW3fTnLdpecezVTdCrhBB6a+oRKgmgTH7mvmkOAHXKkoTKBaiNnyLQgRAqjZypQ6gcgJqnP+38vJX7pjkAlCBzEkq1SWkAPf4gw/Cdvlcse3Ub9CoghIkvr84YKgagufgJgIaVp7ZvGsdLzUDt/BSBDoRQa2pLFaFSAGrGp5OfgYcJAF2ofS1CXxYKUAc/ZaADIdRSXTlhqBCAhvATAM3ZvE/7GoTKBOi+5qfOi4y9ot+rW6FXASHMz+sjhMoAKJOft2IsGQFAF2x/hlCRAHXzUwg6EEIt3eRSh1AJALVMf1L4CYDmbN63fQWhEgFqGL5PpuKFoAMh1DKuEbl6VQhAzfg08nOwLACasXn/9vdjhgoEqCH9nF7KlIIOhFDLeLecxzq7bProVUv6aeLnrVuxlowAoIu3P0KoOIAShu/MvTItvyF6lRCC4R1ed0UDlIZPADRr88z2O4RKA6iOn7qVdHLQgRAqmd6C6GHQbDIA1Jx+3roVc8IeAM3TfoNQWQA1pZ/zlchy0IEQapkIKhagRn6q+ARAszYf0H6NUEkAJQ7fw/ZKW35T9CohBANBhQLUA58AaNbmg9oXBdA95ep7jL1Sl98WvUoIQU9QmQA18VOHTwA0a/Ohe18KQPf04Xv4XtkevUoIQUtQiQD1wycAmrX5bQB075V+Bu+VDdKrhBB0BJUH0BMDP034BECzNr8FgOrxaX2OjTB0IIRaQQ9ryKYJQP3xCYBmbX4jAPXDpzx0IIRac4LKAigHnwBo1ua3AFCNLe2OFIgOhFBr9rgbSQA14PNWWrMCoDnblwJQP3xKRAdCqMV/2k02NQA94eITAM3a/BYA6jUeirFXtkqvIkLgPu0mm44APbHiM/4+mpQGQDO2Lw+gJEvKRAdCqDUhqASABiSf3H00Lg2AZmxfGkCJlhSKDoTQiPW4sGz6yHLhiPS6IwA0Y/ObAijZkmLRgRBqcR4Xlk0f3QyhJ3sf9aUB0IztJwfoo1/cOD398buOjxRHagG6oCe3Ta8iQvB/XBhPHH8qUgF665aXVQHQrM0XDtAvnz+t9M1/sH6kOnIO0GU9uXV6FRFC89TaxABl+VPRGKC3vOkZtI/q0gBoxvZTA/Sd02+/e/j8ldNv/972kepIJajFPQl6FRGC3+PCWGL5U1EL0FsseIbuo+wEAUCJYgH0sxv1ifzL55/+G8tHM0dqALroXsmODoTQKjFAef5U9NGtW3x4hu8jADRn+4kB+uHpd9p/f2L5aOZIJajF90oJ6EAITfmkAOX5U9FHAeyMsI8A0JztJwboO6c/rf990LpS/9HMkQAoQujKJwUoz5+KPsrchQHQjO2nBeijV9px0Gc3uhklzUedD416DtquzLZgGBL+hCKL7M+MAIUgjRiGhD+hxaSYLRCg3aoQzUczRegboTUghPWEYBbTn4qCQwwrn7n54PYzN7/Y3k+egXKCMqqAfosQCgnBLKY/FYnpwkmaB0CJAkARgswQzAJAw5sHQInKeBWeoQL6LUIoJASL4lyFl9KFkzQPgBLFXAf6k8m/+o/4QRlVQL9FCIWEYBHPn4rEdOEkzQOgRGW8E4mhAvotQigkBIvi3IkkpQsnaR4AJYoF0EevnH5LubFY8xE/KKMK6LcIoZAQLOL5U5GYLpykeQCUKN7DRD4fPdrmsxv1Sf1z76cxMVRAv0UIhYRgE8ufisR04STNA6BEMZ8H+vkvjmb8cX0ybw06/ig0KHMVoeURwmpCsIrjT0ViunCS5gFQojI+kZ5TBUJACAtJTBdO0jwAShQAihBkhpBaYrpwkuYBUKIAUIQgM4TUEtOFkzQPgBIFgCIEmSGklpgunKR5AJQoABQhyAwhtcR04STNA6BEAaAIQWYIqSWmCydpHgAlCgBFCDJDSC0xXThJ8wAoUQAoQpAZQmqJ6cJJmgdAiQJAEYLMEFJLTBdO0jwAShQAihBkhpBaYrpwkuYBUKIAUIQgM4TUEtOFkzQPgBIFgCIEmSGklpgunKR5AJQoABQhyAwhtcR04STNA6BEAaAIQWYIqSWmCydpHgAlCgBFCDJDSC0xXThJ8wAoUQAoQpAZQmqJ6cJJmgdAiQJAEYLMEFJLTBdO0jwAShQAihBkhpBaYrpwkuYBUKIAUIQgM4TUEtOFkzQPgBIFgCIEmSGklpgunKR5AJQoABQhyAwhtcR04STNA6BEAaAIQWYIqSWmCydpHgAlCgBFCDJDSC0xXThJ8wAoUQsCFIIgaF0CQCEIgpgCQCEIgpgCQCEIgpgCQCEIgpgCQCEIgpgCQCEIgpgCQCEIgpgCQCEIgpgCQCEIgpgCQCEIgpgCQCEIgpgCQCEIgpgCQCEIgpgCQCEIgphaEKBfPv+d5RrT6F/+9enp0z9+N2sIf3EM4b/7fc4QKn1249sZY/jy+dNa3/yHfDEQlNOuua1agE/zedTPnwsC9J3TrAD9TbNbnv6bfCF82ITwrczkePTKaU6AfnZDBEAz2jW3VQvwaUaP+vlzMYA+euc0K0AfnD79l4fD569k7Lef3ahD+Iu8J5K6f+QE6IPcv5+inHbNbdUSfJrRo37+XAqg1aAg5wE5ntF+Wv17zM9/miuGd05/Uv3z2Y28uVd1hs0J0HfyHQGycto1u1UL8GlOj/r5cyGAHk8of/7POQH65fOtG1p3ZFQfSh4d++e/yTkH+uiVnLMoNGW1aylWzejTnB719OdSAP3WXxcydMsP0LyXcKq5vawRfPn8t/6fY373r7JezXOoDLtmtmpGl+T0qKc/F7yIlN+Rh2r35M5//vlG1iHsg+PQKCtAuzn60gfy2e2a2aoZfZrVo57+3BpAP8wcxDunp0//dcb2616ZFaAPjsPj3x/+0y+yrocgKLtds1o1p0/zetTTnxsD6IPM3fbR//rf3jh9+r/PF0A9LMwK0I4L+edS7Mpt16xWzerTvB719Oe2APrgxtP5B47/knEM/2F9bTPzLGyjB1mXAriV2a75rZrLp4V4lOjPTQH0wzKGjfnQ8dmNegdkN2cTS9kr6fPatQSr5vFpKR4l+nNLAP1NAaaslM8b7S0mRdwHlL2HOJTVrkVYNc8RKsWjxF+/HYA+eifzPZTdAultA7TfC9nPpw5ljC+vVTP7NLNHff25HYC+k33O7Z1+ejozOrImf+2v741aqjLaNbNVi/BpNo96+nMzAP0wOz+rFWZ//vvDo/zDs9zrQI974fO/yH887Mpn19xWLcKnOdeB+vhzKwDtnlGV9Y78B+1TdnKnXnmnH9sx2jdLvhXpkNGu+a1agk+zz3MR/bkVgD44ze3KSp/nfyRppczXb+q98Odl558Z7VqAVQvwaUaPevkTT6SHIAhiCgCFIAhiCgCFIAhiCgCFIAhiCgCFIAhiCgCFIAhiCgCFIAhiCgCFIAhiCgCFIAhiCgCFIAhiCgCFIAhiCgCFIAhiCgCFIAhiCgDtdbbrdOlrL3GreOKD4R9io5ZtqRXd2z32BrFBSKrgzxIFgPYaDLqzusZahc2g7/3R7NNPrh27w8/nm7T/dhVpSk60YoNCneDPEgWA9poYlOdQq0F1n97bXf7u7spsE+Vf54l+xQaFOsGfJQoA7TXY4OEvjw59NqgK2pcPX9hdGZtLNSil2korNijUCf4sUQBor7EN7u1G511eFZQvjyOkZy9GfQEGhYyCP0sUANprbIOjczhjJF+Dnh2N9cUzw+cwKGQU/FmiANBeYxv0rvn0xWoa/cnXu0+vP/zV8YPLL/V/N9u3DlHmhOrCu+aS6b1m6ur6uMVj+SvVN+00fbfJsGldUf/nrLnD4f3vHaN76oP+70m40wAg4YI/SxQA2ks5w9dDpHvdwpE/q/46OuQbL4zm8B0Gfa+b8L/8ht6gzejo2Nb1w6gxukEftsE89mJr0C7c3VP1ZpMAIOGCP0sUANpLmWO63vxz+deHw2+/28wDHR2y2z35u8PD15opKLtBq2HW682M/xW1/q7FqtTRZt0X9qucmuZ2T31QR9P8fQy3Orn/4bXGoWoAkGjBnyUKAO01GOi3Lzar3/qB0tFDlQMqg15pt22/txi0H7ecTb4c1IyQal89Ow2BZtBxatD+faX7vgpPDQASLfizRAGgvabr7KpD3c/+tF44OqQ90o23XAYdL0HWGLTbYDCWn0HPRtE89sZ4qr5afjIPABIt+LNEAaC9JgZ9qjFGd8R7Q17pNz56xm7Qi2q6/Nfj+qcGHYZGZ8Op2MOgjQuHCkZ/NyXUACDRgj9LFADaazDo481lwtHkT/Ofg0MaSzgm6V9rKvvh77oiU4NWt8n1uj7ZhGTQUXfp/h6pikcJABIt+LNEAaC9ZkOY2SnzaIFuTfE9gkHrRRz1RcaXdPXfG/tJa0ynQa8fpn8rBlUCgEQL/ixRAGgvnUGDzvCVfvuzr1QOeXZef7fGo1EzGxR6htdczBwFAIkW/FmiANBepmUcldRJeXWO6cxk0EOzTKP6W6n/YrTo7kJZSeIyqDqn1P2t/oBpAJBowZ8lCgDtNTfosH6jcdNwV1vjlf6c2i4jmRhK9Y9a/9noGmR3+dRp0Elz/VXN9u+hxtqrswAg0YI/SxQA2mtuUN06u242vfJCf0692NmWibSbTesf32JcXyAYj6L0BlWb65eXDOvs2iqbW0jUACDRgj9LFADaa27Q8Z0elTHrafBvfHD49MXWqMfvn3j9UN9+PDfocetLPzr+++kLjfsqvzzsLzheTG6bu9j1nq426f5t6xs+njbX3NkxudOjmo7vhkRqAJBowZ8lCgDtpTHo/F7jr18bL+voJtqf+KVujmlYB1JvfVH9VzdoOZYcryJu/+w26f5tK+r+VJtr14HsLv+P6r3GzS9RAoBEC/4sUQBoL51B28fHPNWcmKuZpersvusfJ/PwV1/Z7R7/keEq58NfffW48eNt6cN7x6qutE2ozyNrb27uNmn/7SrqPlaaO+Yes6fdVNc0+8fbKAFAkgV/ligA1EOjq5wQVJzgz+UFgHoIBoVKFvy5vABQD8GgUMmCP5cXAOohGBQqWfDn8gJAPQSDQiUL/lxeAKiHYFCoZMGfywsAhSAIYgoAhSAIYgoAhSAIYgoAhSAIYgoAhSAIYgoAhSAIYgoAhSAIYgoAhSAIYgoAhSAIYgoAhSAIYgoAhSAIYgoAhSAIYgoAhSAIYgoAhSAIYgoAhSAIYgoAhSAIYgoAhSAIYgoAhSAIYgoAhSAIYgoAhSAIYgoAhSAIYgoAhSAIYgoAhSAIYgoAhSAIYgoAhSAIYgoAhSAIYgoAhSAIYgoAhSAIYgoAhSAIYgoAhSAIYgoAFaSPPZQ71iV0la7coabT3kO5Y12hAFA58uHnFgDqwc/1AtSHnwBofAGgcvTxx/ep2ghA/z1Rqwbo21QBoAkEgMoRADoVAHoAQHMLAJUjAHQqAPQAgOYWACpHAOhUAOgBAM0tAFSOANCpANADAJpbAKgcAaBTAaAHADS3AFA5AkCnAkAPAGhuAaByBIBOBYAeANDcAkDlCACdCgA9AKC5BYDKEQA6FQB6AEBzCwCVIwB0KgD0AIDmllCAnu3GeuwNv7JPfJAqrnlbU10PqQwAnQoAPQCguQWARtZ7fzSuHABNKAD0AIDmFgAaV0rl5QD0k2ttCI//cBzgPVtID3/1VEi8lb54xu/g+CgIoIb9Uels9+wkfOs+oijlTggG6G9fPO6JS0++Xv+h/tTq79jRR3BVQRILUD4ElwRoo4cv7K5EqDsOQHeTCK1wuAgPu3yA7mZHbEsAPVpzfG5fAqARXFWQANC4KhigbWDvXyPzYN0ANe4PFaDBKhegXzyze/xHx/3wh9fMoyMA1CYANK7KB+jRwNQOsQmAzvfHhgA62PWe0RUAqE2rAWgNqfe/u9tdeur4zfvfOw5Kmnmd40n2+sNfHQdsl19Syn46mv35pMtDjptfMVemlGor/0o3k3ZPP9M5Bui0oVlwSv0TRQJo3SEudtffu7a7/PNqjNYB414dZf1rq5/TjO6udCF9bRLR6KNj8U++u7v0Z4fDP17bPf7S8Em1S9re9+mL3S68aPf+vXnN4z8+raL46o/mO2GkSACtQzzrhrBX6vDf/8oo/HZcW/nh8UlEJeyEIIB+cq1n4/FoX2+G7GM7qEP4SUSjUFs7fUXvpHpnvPeV+sf3rqL8OAFaE0D/s7PumtJrzX9c+vmhBtU3XhhPdp317m23+rNmq+bTI+CeNVc2lNrVM+HHYv/Fd5u/L79BAui0oVlwSv0TxQXo169VbVY9pE0JjlEe7d/+2uYs0li9nS689Oy4tuGjs92f1n9dP+t2U/fJlY4dF8PmbXdsGpvUPP6jm6G05irpAPqD3Tj8BqDzY1vETggC6Nno5/yhyQCmdlAAOoloHGprp/f0Tqoa+mrbmzpXkX6cAIkF6Eg12uoDc8wXHx6P2+O7J393ePjLBkpHRu3qv19rj1YL0GOHuPzrw+G3R/41PaCxST2UMVZWlapyiGrOqCJcVfmlP/vg8OkLbddyD+EnDc2CU+qfKNoQ/vhfF/3v6XtInY5c7C5V6dN79U5tutIxxmpX/HI0xpt8dFbtqmoHXfpRtR9qAu2eeP3wXnOGOG5y7CzNb2zA8uyhRcikmvEfxx32jSr1v9aetfSKNoQ//tcUoNPwa4Aef8MxpPeK2wkhAG1AN5ZqhylAJxFN4r7o+prBScedceWDZmc0rqL9OAFaFUDrPlAx6Uq7UevJ/u96y7OOq00POhZsLfDsoWOdsbJjL2hReG/Xuqjx4LHEEx8cKACdNKQGp9Y/URSAPnyvnkO4aKuv4dB05xYe19uIO6u347HJFdrJR81PbqcmWhrV/eje8b9bAnW/8UpXaf3/k2rGf3zxDKVfRQFouz+mAFXDH8IbzY+WsRNCADpvQbXDFKCT7Sdxd3YyOems6x3X219N+3ECtCaAtsf5bBhtt4xrv6hnHbuDOQCqcX37ZT2wNlc2TLX3AGyB2fYXN0AnDanBqfVPFHMZ0zALd33ICVo2/OE//FWTlreft3tgyNmmHzU9pe0R43Su6nnV//qa6y+b/nhWT5SMqlH+qEcHDsVcxjQF6CT8eh/Nk7VCdkICgI7sMMtA+4imP7+zk8lJZ9346sqwDeHHCZBYgGrmQKco606LLbCGUt3/D+fVlquPvdERzFTZmGpnTUcYMkYiQCcNKcHN6p8oDkC/9lLzc0YAbYeYzZWO77bbjQZbnUYdafSRjh1tVn7p5w0/2r42YKP+r0k10zrrCcfL/5N9tUQcgDb7Q7mINA7fkA4WshPChvBagI7soMyBjiKahtrZyeSk8e7txjWEHydAawLole47FaDXD+Nv6rIDIrv/rIfWbS2myuopy7FxhsrpAB03pAQ3q3+iSHOgbRDjcfnZ8bfd6xLj3aWv/emvhyH8KKbRKWfCjmY+z8KOPstuJkuua2pWmqmu2e7qeWizIs2BtnvfBVD1aBSyE+LPgY7toP70IaJpqP3SJIOT5gAl/TgB2gRAO5fcmwBUyfVqljUD67QAHTekBJcLoMf/bzpTFWmbXzxrnq2afkRgxyT5+uKZJz44a+YvRtXMmnn4v1frXGxr/pcFqLoXCtkJQVfh7418eVGxTLGD5tzRRTQN9WIYiGmdpAEo5ccJ0CYASspA68/bRdUWgE4nJjkAHTc0z0AtyzrSAfT45X+81vTrpls0YFdmtMa/Z/SRjh3XmyZ1039VlvK/vNBOlDxrqLP97JfWex7SAXQSvnEOtIidEGsdaDNNqdhBn3zXEU1D7aFocJIWoO4fJ0AbA6hlDrTe/KxfyKatbITdvqw/QEcNKcHN6p8oHUCPadJftVMKje0vdv3VhPo6cvNZX8PkIx072iVSV7p1QKML0M2iwSuzasZ/dB1bCVpRTIDeG03dzMMfro+PcrYydkKsO5Heay+STuygAHQS0STuIavUO2kGUNqPE6BNALTdtqVVdxW+O4NeDEuWvvFMvyhJX1l/Ub5lKQugo4bU4NT6J0oH0HpKv5u7qBf3tQDtFny9fmgX8fW/YPhIx45+1d9oCeQfXtz1SUm/x4dqxn9UP/7435/ab4GNCdCjCeoFnA1A6/B3mnWg7xe3E+LcC1/dJHV9bof5VfghokncQ1apd9IUoO0I0P3jBGgTAG0hZ10HWn/xeHteNFZ27AVtw81yThZARw2pwan1T5QQoMd2m4AumunXJ37ZpAn1Gp/2Fprxyv7xRzp2NLfydFd0xzfhNLujPU1Mah7/0V0jv2y7CzsmQJuLyo/9Hw1Af9AFMr8TaXw1sISdEPg0pv5SeUe4qR0MdyLVEY1DHQCqd9IYoI2rSD9OgMQCdKLrDoBWyUN3kh3GVv2dSC0DL/r+YaysLvXSYXyb0xSg1XLRh79TolUBOjQ0C06pf6KEAB0ibO/4bpLPf2x43tz0/NK4utFH2usnx8Skvm98dht402gXy6Tm8R/1f88f1TlRTIAeHh4jvPz6RXsR6Rj+pT58x73weXdC8PNA3//e/HmgvR1m98KPIxqFOgBU76QxQFtXUX6cAG0CoF+/NjrJ9klim1I098JX6m8rsgC0L9VUMgPohZKlKNWpDc2CU+qfSMwT6c9myfNUwQ/YbFT2E+kX2gl4In1ebQKg1yfnfuVpTE/9blRrW9IC0GOpagFbmyPMAFrNCTXrN0aa3VXU1zoLTql/orUAdL5+myfRAI21EwDQvBIKUA+NLnS7dG+pGe2+IY/g1gPQ9yLtZtEAjbUTANC8AkAH6VbhJdHQ0AYBetY/GTBUggEabycAoHkFgA4aLytOqqGhDQL0l83lmQgSDNB4OwEAzSsAtNenLyx0W9mooXUCdCGVDdCFBIDmFQDaqrr6vUgCOmkIAA0QAHoAQHMLAG11US0DTB6M2hAAGiAA9ACA5tb6AboeAaBTAaAHADS3AFA5AkCnAkAPAGhuAaBy9LGPcge7gK56KHesybT3Ue5gVygAVI4A0KkA0AMAmlsAKARBEFMAKARBEFMAKARBEFMAKARBEFMAKARBEFMAKARBEDzDPj4AAABDSURBVFMAKARBEFMAKARBEFMAKARBEFMAKARBEFMAKARBEFMAKARBEFMAKARBEFMAKARBEFMAKARBEFMAKARBEFP/P4f5WDTI6jvGAAAAAElFTkSuQmCC" width="672" /></p>
<pre class="r"><code>#ggsave(&quot;popuilsm_both.jpg&quot;, pop1, width = 10, height = 5, units = &quot;in&quot;, dpi = 300)</code></pre>
</div>
<div id="difference-between-groups-w1" class="section level2">
<h2>difference between groups w1</h2>
<pre class="r"><code>#wave 1


aggregate(fgz$populism_w1, by=list(fgz$pub_type_w1), FUN=mean)</code></pre>
<pre><code>##             Group.1    x
## 1 Private employees 3.25
## 2  Public employees 3.09
## 3    Civil servants 2.89</code></pre>
<pre class="r"><code>aggregate(fgz$populism_w1, by=list(fgz$pub_type_w1), FUN=sd)</code></pre>
<pre><code>##             Group.1     x
## 1 Private employees 0.716
## 2  Public employees 0.699
## 3    Civil servants 0.680</code></pre>
<pre class="r"><code>fit_w1p &lt;-aov(fgz$populism_w1 ~ fgz$pub_type_w1)
summary(fit_w1p)</code></pre>
<pre><code>##                   Df Sum Sq Mean Sq F value              Pr(&gt;F)    
## fgz$pub_type_w1    2     41    20.8    41.3 &lt;0.0000000000000002 ***
## Residuals       3160   1588     0.5                                
## ---
## Signif. codes:  0 &#39;***&#39; 0.001 &#39;**&#39; 0.01 &#39;*&#39; 0.05 &#39;.&#39; 0.1 &#39; &#39; 1</code></pre>
<pre class="r"><code>#install.packages(&quot;gplots&quot;)
library(gplots)
plotmeans(fgz$populism_w1 ~ fgz$pub_type_w1)</code></pre>
<p><img role="img" 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" width="672" /></p>
<pre class="r"><code># which group is different

TukeyHSD(fit_w1p)</code></pre>
<pre><code>##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = fgz$populism_w1 ~ fgz$pub_type_w1)
## 
## $`fgz$pub_type_w1`
##                                      diff    lwr     upr p adj
## Public employees-Private employees -0.169 -0.239 -0.0985     0
## Civil servants-Private employees   -0.360 -0.465 -0.2546     0
## Civil servants-Public employees    -0.191 -0.307 -0.0755     0</code></pre>
<pre class="r"><code>par(las=2)
par(mar=c(5, 8, 4, 2))
plot(TukeyHSD(fit_w1p))</code></pre>
<p><img role="img" src="data:image/png;base64,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" width="672" /></p>
</div>
<div id="difference-between-groups-w3" class="section level2">
<h2>difference between groups w3</h2>
<pre class="r"><code>#wave 3


aggregate(fgz$populism_w3, by=list(fgz$pub_type_w3), FUN=mean)</code></pre>
<pre><code>##             Group.1    x
## 1 Private employees 3.32
## 2  Public employees 3.13
## 3    Civil servants 2.93</code></pre>
<pre class="r"><code>aggregate(fgz$populism_w3, by=list(fgz$pub_type_w3), FUN=sd)</code></pre>
<pre><code>##             Group.1     x
## 1 Private employees 0.726
## 2  Public employees 0.750
## 3    Civil servants 0.722</code></pre>
<pre class="r"><code>fit_w3p &lt;-aov(fgz$populism_w3 ~ fgz$pub_type_w3)
summary(fit_w3p)</code></pre>
<pre><code>##                   Df Sum Sq Mean Sq F value              Pr(&gt;F)    
## fgz$pub_type_w3    2     52   26.15    48.9 &lt;0.0000000000000002 ***
## Residuals       3160   1690    0.53                                
## ---
## Signif. codes:  0 &#39;***&#39; 0.001 &#39;**&#39; 0.01 &#39;*&#39; 0.05 &#39;.&#39; 0.1 &#39; &#39; 1</code></pre>
<pre class="r"><code>plotmeans(fgz$populism_w3 ~ fgz$pub_type_w3)</code></pre>
<p><img role="img" src="data:image/png;base64,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" width="672" /></p>
<pre class="r"><code># which group is different

TukeyHSD(fit_w3p)</code></pre>
<pre><code>##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = fgz$populism_w3 ~ fgz$pub_type_w3)
## 
## $`fgz$pub_type_w3`
##                                      diff    lwr     upr p adj
## Public employees-Private employees -0.196 -0.268 -0.1231     0
## Civil servants-Private employees   -0.394 -0.502 -0.2868     0
## Civil servants-Public employees    -0.199 -0.317 -0.0804     0</code></pre>
<pre class="r"><code>par(las=2)
par(mar=c(5, 8, 4, 2))
plot(TukeyHSD(fit_w3p))</code></pre>
<p><img role="img" src="data:image/png;base64,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" width="672" />
# Anti-elitism ##Density plot</p>
<pre class="r"><code># density plot w1

table(fgz$pub_type_w1)</code></pre>
<pre><code>## 
## Private employees  Public employees    Civil servants 
##              2116               765               282</code></pre>
<pre class="r"><code># Remove missing values
fgz &lt;- fgz %&gt;% drop_na(anti.elitism_w1, pub_type_w1)

# Create density plots
a1 &lt;- ggplot(fgz, aes(x = anti.elitism_w1, color = pub_type_w1, fill = pub_type_w1)) +
  geom_density(alpha = 0.4) + # Use transparency for overlapping areas
  labs(title = &quot;Wave 1 (2021)&quot;,
       x = &quot;Anti-Elitism&quot;,
       y = &quot;Density&quot;,
       color = &quot;Employment Type&quot;,
       fill = &quot;Employment Type&quot;) +
  theme_minimal()

print(a1)</code></pre>
<p><img role="img" 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NsAqFeVVs/eAe3200LB+iJKgEoLGuOaN/c4XQf6auXfdFLabqptANSrSqtn8oA2lrAFVH4KGuOaN/eEeSfSrRzOLaQOAVCvKq0eAPVIjGve3OMAaMLkC7X3wj+6ml7G9PgH7ueQANSvSqtn/ID2KAigJGRcbibyuHQ3pkdXs3noneJmTO5vRQJQryqtnrED2qtgB6Digsa45s09TvcDffxuguUr2WSzAHT9+K+Wy0vfd55/AqhnlVbPfofU7yeAZkUAqhXuSC9YBKA+VYbHrADtVLC5BAAlHgFQwSIA9akyPGYBaI+CzQUAKPEIgAoWAahPVfOh1S6OgBoEBlDiEQAVLAJQn6rKd6tmXAQ1zGArgMoKGuOaN/cAqGARgPpU7b7cmvkP/1ik09B2BU2HAEqASk9BY1zz5h4AFSwCUJ+q/J+Nnb9N8g9bQHeGGhBtZ9B0CBVAiUcAVLAIQH2q1lU964BuDbUX1HgOCkCJRwBUsAhAfarWFTwzP2uAbhC1BNR8Dr8KqKigMa55cw+AChYBqHvqehomoKVpaCBAhaegMa55cw+AChYBqGsMfLYBapiEAiiAagVABYsA1DEpie/9tuFnC6ANQn0AlRQ0xjVv7gFQwSIAdUkx+TQA2uanpaAWgMpOQWNc8+YeABUsAtDh2e68DwI0I7TsoGHJLe8DBVDiEQAVLALQoSkd+hwIaFVQg4Nt76MHUOIRABUsAtCBKZ85qgPacQjUsBtvANTsZwNQQUFjXPPmHgAVLALQAamfeG8C2u1nVdCGg603cqoCKjoFjXHNm3sAVLAIQO3TuHBpOKCV3fg6hK03wgNQ4hEAFSwCUNsYrvp0AfQfyzvxFQnb7yQKoMQjACpYBKB2MV017wboP7ZNQdvvxFwDVFLQGNe8uQdABYsA1CLGNx05A7rbi69A2HErewAlHgFQwSIA7U0bnz6ArgoIdxJ2fRQIgBKPAKhgEYD2pU1Pd0B3c9CdoPcAlAgFQAWLALQ7HXw2ALX2c3cc9F5BaKefAEp8AqCCRQDaldadd19AK4Jm6fATQIlPAFSwCEBb037sMwCgu3Px/X4CKPEJgAoWAWhL+vn0BXRlxNIOUDFBY1zz5h4AFSwCUHP69WwA2vtOeGdB64AKTkFjXPPmHgAVLAJQU6z4bAI6xM8hggIo8QiAChYBaDMWO+8hAP1HACUaAVDBIgBtxJZPb0CtBTUAKiVojGve3AOggkUAWonNqaMWQAceAs0FdQRUbgoa45o39wCoYBGAljPMzzqgg/20nYICKPEIgAoWAegug/AMAqiloABKPAKggkUAus1gPyuAuuzB2wpqAlRI0BjXvLkHQAWLALTIcD7rgLr4aXctUxNQsSlojGve3AOggkUAmmbgsc+AgFoJCqDEIwAqWASgznyGAdRmJx5AiUcAVLAIQF31rALqeAgUQIl4AFSwaPaAuvNZA9TRT5t9eCOgMoLGuObNPQAqWDRzQH34DASohaAGQKWmoDGueXMPgAoWzRpQj733fkDP19IlKIASuQCoYNF8AXU+dWQDaF3PbkP7BAVQ4hEAFSyaK6AB+GwDdMPl9Uo6De0RFECJRwBUsGimgAbQ0wyoWc+KoSZEuwU1ASokaIxr3twDoIJFswQ0DJ8GQNvxrBgKoACqGAAVLJohoCF23uuA7vzs0LMDUQAlYgFQwaL5ARqMzyqgvZPPTkG7L2UCUOIRABUsmhugAfmsADrAzy2i1oICKPEIgAoWzQvQcHvvVUCH4WmchnYJCqDEIwAqWDQjQINcuWQAdOjks4VQACUyAVDBotkAGp7PHNCcwWvD/awbOhxQCUFjXPPmHgAVLJoLoOH1zADNALxx45ojoGVChwIqMwWNcc2bewBUsGgmgErwWUw+b6R+OgO6MbRTUAAlHgFQwaJ5ACrh55ZPnwloZRraKiiAEo8AqGDRLACV8vO1GzeCALqZhQ4FVEDQGNe8uQdABYtmAKjA4c9i8vnaxk9vQHND26agZkBFpqAxrnlzD4AKFkUPqMDJ9+3O+2uhJqBbQQ8AlIQOgAoWxQ6oEJ+5nGEBTQhdmQUFUOIRABUsihvQ4HyWzhwJAHr9eiKogdBWQMMLGuOaN/cAqGBR1ICG9rPK5wbQMIdAd4A2CW0BVGIKGuOaN/cAqGBRzIBKTD9vlPNa6AloAujbBkEBlHhEGtC7JMokfr4XMNl1S6Zcu/Z6sKxWb731VkroZza5d2/f/xurRHj7jz7MQAWLop2BBt59P9+YforMQNMp6NvZJPSAGSgJEwAVLIoVUAE/63yKAJoLWtuPbwc0uKAxrnlzD4AKFkUKqAafMoBezwDNCO0FVGAKGuOaN/cAqGBRnIAG9dO49y4IaFNQACUeAVDBoigBDT7/NPJZABrYz+0UtLQbD6DEIwAqWBQjoKH9bOFTDNCSoABKvAOggkXxARr29FH79FMM0J2gbxeCtgIaXtAY17y5B0AFi6IENCSffYCGfB9SA9BCUAAlHgFQwaLoAF2t3uuHcQCg7XxuAA3tZxXQAwAlfgFQwaLYAE3ffRTQzy4+NQDNBQVQ4hEAFSyKDNBVSED7/EwBFdiDbwoKoMQjACpYFBWg2fmjYID27L9vAA3v5+5KpuIwKIASjwCoYFFsgP42GKD9fiaAikxAq1PQt9M7iwAocQ6AChbFBGh++j0QoBZ+ZoBK+FmdgqaCtgMaWNAY17y5B0AFiyICtLh8KRigvX5KAlqdgpo/KkliChrjmjf3AKhgUTyAroICauPnjdeE9uCvN6agrYICKOkLgAoWRQPo9vr5IIBa+ZkCKuRndQr6VrugAEr6AqCCRbEAunv/UQhAbQ6AygJaEfStdkFDHwSNcc2bewBUsCgeQDf4BQDU0k9FQN/WmoLGuObNPQAqWBQJoKX3v/sDausngPoUAahWAFSwKA5Ay/cPCQGonZ9i5+CNgOrsw8e45s09ACpYFAWgq6CAWvupCWiXoCH/p4xxzZt7AFSwKAZAqzew8wV0iJ+CgJYFTQFt3YkHUNIdABUsigDQ2g1APQG1PgAqOwG9Xr4UNAO0TVAAJd0BUMGi6QNav4GyN6C2fooDuqoC2iJo2IOgMa55cw+AChbFAGhVQD9AB/gpDej1OqCtggb8XzPGNW/uAVDBIgD18PN1YUBXAEr8A6CCRZMHtPERSD6ADpx/CgN6HUBJgACoYNHUAW1+hJwSoOn+uzigKwAl3gFQwaKJA2r4CM6IAN0IugFUQdAY17y5B0AFi6YNqOkjjD0AHXAJ034ANQsKoKQrACpYNGlAjR8B7w7oED/3BKhRUAAlXQFQwaKJA2pg0BlQo5/Xspj9BFCfIgDVCoAKFgFoCdAWPg2E5peAKgC6AlDiGQAVLJoyoMY9+JCAXive7d4UNL+EXhzQ6wBKvAOggkUTBtTsZ0BASzcLqRF6bW+AmgQN+WbOGNe8uQdABYumC2iLn86AdvmZC7oxdPsDDUBXNUDflp2CxrjmzT0AKlg0ZUDNEDoC2u3nltAiWoBeNwBqmoIG+181xjVv7gFQwSIA3QDa42fZ0M33ewHUMAUNuA8f45o39wCoYBGAFn6e7/ezEQVAM0FrgEpOQWNc8+YeABUsmiygbX66AWrYgbfATQPQ6w1ADYICKGkPgAoWTRXQVj+dADVdwWRhmw6gqzqgTUHD7cPHuObNPQAqWDRZQFsxnCOg4aagMa55cw+AChZNFND2CWgYQO1uNq8CaCIogBKPAKhg0TQB7fAzEKBWtI0J0ECCxrjmzT0AKlg0UUA7MHQA1HECOiJAg01BY1zz5h4AFSyaJKBdE1AHQA1HQO1o2xeggvvwMa55cw+AChZNE9AuDh0AdTqDdF0P0FUdUNN5+DD/08a45s09ACpYNEVAOyegwwF1noAqAXrdAGjz7UiBBI1xzZt7AFSwaIKAdvs5GFDHS5jS7BNQoSlojGve3AOggkVTBLQbxIGAevipB+iqAWhjCgqgpCUAKlg0PUB7JqARAnrdCOgBgBKrAKhg0eQA7fNzLoDWBQ10JWiMa97cA6CCRVMDtNfPGAF9XW8KGuOaN/cAqGDR3AE1fpKcNWySapZ7XgdQ4hwAFSyaPaAefmoC2hS0CWgIQWNc8+YeABUsmjmgXhPQcQEaZgoa45o39wCoYNHEAO33cyCgBj/HCKjpPJLIPnyMa97cA6CCRVMDtN/EIYD6TUD3DKjIpaAxrnlzD4AKFk0LUIsJ6BBADX5OCtCGoP7/C8e45s09ACpYNDFALVS0B9Ts53QAlZiCxrjmzT0AKlg0KUBtJqDegA6BTYzMWs/rLW/nDC9ojGve3OME6NN3ry6Xr3xYf/jR1Rc/dX4hAOpV5b0EKz8jBVRrChrjmjf3uAD65OYyzTd/X3346TtLAK0UTQhQOz/9AB20Bz8CQIOfiI9xzZt7XAC9tXzxw/XjBpd3lgBaLZoxoN4TUGVArd4Qv/e/knURgGrFAdBHV7O555Obl35efRhAa0XzBdTk54gBVZqCxrjmzT0OgN5Zfqv499XSo8kO/H/iGGi1aMaAGv2cOKDegsa45s09DoDeWv4w+/d+Aenm0W9xEqlWNB1ALf20BTTABFQbUJvz8L6CxrjmzT3DAX36TrHrXvHyfrL7bgL0LplCVu8FzfnXDLl27fXxJv10znoODj6r5d69e/v+S4WOhx1kHQzQ7IAogE41q7CAno8DUKOg+/5ThY4PHsQT0N2FTLfS46HswteKJrMLb7kDb7kLb9yBH/cufNt5+Po+vN9OfIxr3twTZgZ6Jzv/DqC1oqkAansENGJALU8j+d0ZNMY1b+4JAuijq9lDAFormgig9n7ODVDjFPSes6ExrnlzT5Cz8HeW29TfnmQdAPWq8vjdAX76ADrQT21AraegBaG76PyVBgVA1eJ0HeirlX8BtK1onoCGmYCOA1DDFLRpqMpfaVAAVC3h3onELnyjaJaAtvg5VUDNgtYwVfgrDQqAqsUB0KfvLF8wvRceQOtF8wS0zc9JAhpU0BjXvLnH5WYij0t3YyrOH2UB0FrRHAENNQHdA6COU1D7M/Mxrnlzj9P9QB+/m/j5SoYlgHYUTQLQIX72A9rm5/gBdd6H/9z66tAY17y5hzvSCxZNAdBBfvYC2uFnzIBaChrjmjf3AKhg0SQAHeKnD6CDYQsMZWvPDlDbC5lcBY1xzZt7AFSwaAKADpuARg2o5xTUQtAY17y5B0AFi6YA6CA/5whoy6WgLlPQGNe8uQdABYvGD+jACWjcgHpNQW0EjXHNm3sAVLBo9IAO9bMP0FY/pwxoOEFjXPPmHgAVLJoboO1+zgHQfkFjXPPmHgAVLJodoK1+AqjHX2l4AFQtACpYNDNAg05ARwVooH34GNe8uQdABYvmBWiHn5MBVPYgaIxr3twDoIJFYwd0sJ9dgHb5ORFAPaegADrDAKhg0egBHeqnK6DD38g5KkBDTUFjXPPmHgAVLBo5oMMnoO6AOsAWzsjungqgnqeRBP5KLgFQtQCoYNHYAR3sZ+yACp+Hj3HNm3sAVLBo3IA6TEA7AA19CHRfgPq8GalP0BjXvLkHQAWLRg7ocD/bAe3xcyqAyk5BY1zz5h4AFSwaNaAuE9AOQDv8dJqAjgtQyzuKAOjsAqCCRWMG1MnPVkA7J6DTAtTzUtAuQWNc8+YeABUsmg2g3X5OCVDRKWiMa97cA6CCRXMBtNfPGAANcClojGve3AOggkUA6j4BHRugIaagMa55cw+AChaNGNAVgG56akWCU9AY17y5B0AFi0YNqIufcwY0wOdzxrjmzT0AKlg0XkAdJ6BmQEUOgQKoRwBULQAqWDRmQJ38bAG000/HCeh0AW0XNMY1b+4BUMGieQDaMwGdGaBdU9AY17y5B0AFi2YBaJ+f0wNU7CxSjGve3AOggkWjBdTVzzkAKrgPH+OaN/cAqGDReAF19HPegFpeCgqgcwqAChaNFVDnCehMAJWagsa45s09ACpYNFJA3f00ANrr5+QAlZuCxrjmzT0AKlg0A0DF/BwnoH6Xgsa45s09ACpYNAdA+/ycJKB+U9DWffgY17y5B0AFi+IHtH8COkFAxaagMa55cw+AChaNE1DXt3EaALXwMy5A7QQF0PkEQAWLxgqos581QO38nCKgflNQAJ1PAFSwaJSA+kxAnQB1hc3PRfseQ5HQPnyMa97cA6CCRSMF1N1PAAVQUgmAChYBKIA6/pX8AqBqAVDBojEC6rUHXwVU9BDoXgH1FRRAZxMAFSwaJ6AeflYAtfHTfQI6VkCtLgUF0NkEQAWLIgfUws8YAbUQFEBnEwAVLIoaUKsJaISA2kxBW96LFOOaN/cAqGBRzIDa+hkhoM5T0BjXvLkHQAWLRgion587QO389JiA7htQ3ymo11/JNwCqFgAVLALQqQLqOwU178PHuObNPQAqWDQ+QP0uYgLQAYJ6/JW8A6BqAVDBojEC6uXnUEA9DoHuHVDfKajHX8k7AKoWABUsihdQ+QnongEV2YePcc2bewBUsGh0gPruwW8AtfRzxoAap6AxrnlzD4AKFo0QUD8/t4Da+TltQMNfSx/jmjf3AKhg0dgA9Z6AFoDaTkCnDKj/PrzrXwm+1CcAACAASURBVClAAFQtACpYND5APf3cAGrpZ7SAWlwKajoIGuOaN/cAqGBRpIBaT0AnDmjwKWiMa97cA6CCRSMD1H8PPgNUx8+9A+p7KSiAziIAKlg0OkB9/QRQACWVAKhgEYD6wObxu4N6hAA1CBrjmjf3AKhgEYD6wObxu4N6WouCHwSNcc2bewBUsChKQIf4CaDD/0ohAqBqAVDBonEBGsDPBFB7P/0moCMH1OkgaIxr3twDoIJFUQJq7WfcgPZfCgqgc4g0oHfJSLJard7zz/nzr1nn2rXXJ53V6q2OHBx81p179/b9J7eJ8PYffZiBChaNagYaYgI64ACo7yHQUcxAvaagzfcixbjmzT0AKlgUHaDJ/FNrD34EgPbtw/cLOvyvFCYAqhYAFSwaE6AB3oYEoEOnoIP/SoECoGoBUMGicQHq7+cgQD334McBqNcUFEBnEAAVLBoRoEEmoAMB9YTN79ftezqK+qag3YI2DoLGuObNPQAqWDQqQAP4CaB+U9AY17y5B0AFi2IDNL2GaWaABt2Hj3HNm3sAVLBoPIAGOoV0wx5Q30OgowDU8zw8gMYfABUsGhOg/n6mN6IfAqgvbJ6/b90jB2hd0BjXvLkHQAWL4gL0/CwBDTkFjXHNm3sAVLAoMkBvzA9Qz0tBATT6AKhgUVSAngfQwVNQAI0+ACpYFBOg+bvgAXTQFBRAow+AChaNBtBQE9D5Aeo3BQXQ6AOggkUzBtTbz4kA2j0FBdDoA6CCRWMBNMRVoADqMAWtvZkzxjVv7gFQwaLxABrITwAdLKj9XylgAFQtACpYFBOgNwYB6v0+JAD1CYCqBUAFi0YCaIA9+PODAfWHzXsJlj19gPrtw1v/lUIGQNUCoIJFowE01AR0hoCGPAga45o39wCoYFE0gJ4HUDdAPwfQyAOggkXjANR/D373UXKWgAY4BDoiQIPtw8e45s09ACpYNBZAg/lpD2gA2PwXYdfTV9R/Gsl2Hz7GNW/uAVDBIgD1gc1/EXY9/oDaTkFjXPPmHgAVLBoFoCH34C0BDbEHPyZA/aagVn+lsAFQtQCoYNFIAPX00wXQELAFWIZVT2+R1xQUQOMOgAoWAagPbAGWYdXjD2jXFLR8EDTGNW/uAVDBojgALflpB2iQPfhpAWo3BY1xzZt7AFSwKApAy37aAhoEthALsemxANRHUACNOgAqWDQGQP0noGUbZwmo3xQUQKMOgAoWxQDoeQANtg8f45o39wCoYFEUgFZsBFAAJeUAqGDRCAD1vQr0PIBeD3YhU4xr3twDoIJFowA0pJ9WgIbxc1qA2h0EVVgf7mWXTQGoWgBUsAhAfWALshSLniCAdlwKqgjovTwAqhcAFSzaP6CB9+BtAA1zFej0AG0VVA/QFM/s0n0AVQuAChaNAVAvP90ADQRbmMX094QBtH0KunsvkvD6kPGZFQKoWgBUsAhAfWALs5j+HitAg0xBZdeHjZ+ZoKJNZBcAFSzaO6Ch9+AtAA21Bz8qQH2noN1/pUDZ+tn4PHoiFwAVLBoBoGH9tAI0FGyBltPbEwzQNkG3+/Ci60PJz88/YwaqFQAVLJo8oA0eewENNgEdG6B+gnb+lYKk7CeA6gVABYv2DajnHnxzAmoDaDDYQi2or8eqaOyAVvyUA/RoUc5XfjPsd5/9ROhlGbqquSjWBKCCRfsHNPAEFEC99uEBVOhlJbn9J+WFA6hkk1rRtAE1TEB7AQ23Bz86QAOchwdQoZfVWDiASjapFU0aUJOfFoCGgy3Yknp67IoANI0PgpqA5jl9Y3FOrLEIgAoWAagPbMGW1NMTDNDefXgADfla+hcOoDJNakUA6gNbsCX19NgC6n8pqNz6UPUTQPMAqEyTWtGeAQ1/CHTGgIY4Dy+2PtT81AQ0Q+qjlxaLMxeSn3z07cVi8fwH6Q++vLy4ePrLw8Xi7E9qv/vwzeTRM/mzHhwWxyeTp59rX1jtt4qFP7dYPPO9dJnH5iOdZUCrRY0XV1u+fQBUsGh2gAb0c5KAtk5BpQGt1ekC+u+ONueUfpF/cean6wyqb7yRf5//zuZ3C+0WZ/4if1b+aALclfaF7X5rcWGd/9q/fyn//uxvrACtFjVeXG359gFQwaIpA2r0sxfQkLAFXFZnT1BAOwWVWh/qE1Cls/AZbaepQ8l88TTx7pnF8x+vT9/PUUqMWmTfJz84l//us8Vs8eyv1+s/JP5dyR7Nz+Ufp/+2Liz9rXRy+MUvcuHShZ/5i0/WD98o2Ozfha8UNV5cbfn2AVDBov0C6nUZvdnPHkBDTkBHB2iAKagYoPU2ZUAzwlKTzhVPSqkqf58982jjak5d8ovp005yR3PrWheWTBsLCo+zhaU/v1IsJVtcP6CVovqLqy/fPgAqWLRvQIP72QdoUNhCLqyrJyygLYJKAtqYgCoDWlwOerTb2y6MK36QHXXcGLcDKj8qWfww27FuX9jx9prTLYAFmMXEsh/QSlH9xdWXbx8AFSyaGaBBJ6ATBbRNUEFAm34qHwOtUpbO9QpAz1V+a/PfDVVbV7/ym41gbQsrq5YtZrfwY1tAK0W1F9dYvn0AVLBor4BK7MF3AhrWTwC1zd4BPbf5WR3Qi+vyT7Lf3RG5+TLbtS6W0raw7JBl+Q1Qu4XbA1ouqr24xvLtA6CCRXsG1N1PF0AD+xkdoPfmB+iV4jnHFUBrc73MsnzHWhbQclHtxQHooCa1IgD1gS3s4tp77AH1PQg6N0CtZqDZ4yf573YAWj0w6QJouag5A3W94h5ABYv2CajIHvysAfU/izRfQDuOgWZPP8q/bFtYid3t7w4HtFRUe3GN5dsHQAWL9guozwS0Tcl2QAPeh6mALezi2nvCAtq1Dy8EaLNsJIAWzy202pyF3+w8n+wuWfrG5e1FSeaFbU/KF5Y6AVoqqr+4+vLtA6CCRVMFtHUC2g5ocD9HCaidoK1TUJH1wTABHQugBXKd14FmP3jmMP+ydWEPDjfF+eWcToCWiuovrr58+wCoYNFkAW3dT28DNLyfIwTU+zy8DKCGLqX7gaYGdQK6+MYn64dvVt8sVHonUmFgYlaxjNaFZb/1k3X5bU5VQNPLRU8/rr3aOqC7osaLqy3fPgAqWLRHQH0OgbZPQNsAFfBzuoC2TEHvyXzYsGkCOhZAv35Yfo+68b3wabZvK+oAdPde9WwhDUBTGxsnguqA7ooaL662fPsAqGDRXgGVmIC2AyoAW/hFmnuGAOo3BRVYH4x+jgXQi+kEb3s/pdrdmC58XFpq8ZsdgCa/9VyysK/ld09qALq+nSzzXOvhhXpR48XVlm8fABUsmiagHRPQFkAl/BwjoL5T0OkDOiClE919OZa/bWetaMCL64kToE/fvbpcvvJh+aE//mC5vPSfP3V/IQDqVVV/wB3QLj+NgErsv1+fNqBGQbcfDx8w92IANJkoDjpv45xd0X4BfXJzmeabv989dCd7ZPnC79t/qycA6lVVf0AP0GuzAtRP0OB/d7OfEwP0weGwT6dzzq5ov4DeWr744frxO8sXtxPOR1cv/fV6/fgHy285vxAA9aqqP6AFqBSf4wR0dFPQGAB9+Ibgh2a2FO0V0EdXs7nnk5uXfr556Nby1dJPnAKgXlW174UOgdYBvSbnZ4SAhp+CtuzBTwnQ46FvPndNpWivgN4p5pl3cjVLeXITQMtFUwS0088aoIJ8AqhNWvycEqAni8XZoZ9D5JRK0V4BvbX8Yfbv/cYO+6OrLzqfRgJQr6ra9x6AdvlZAvSa5OwzzSgBDXBPu5AZM6AzyXBAn75T7Lo3uPy3qwWtpdwle8hqtXrPLefPv2aV3M/XZ5fV6i2bHBx8Zsi9e4H/zvfumWqS2C/C0Q1SJBygt5bLS3/beHbgNYZYxdnP9+z93Ddl+4kloG8ZAQ0uKIDuPV6Alo94Pv3v/+Hq8tJ/cX4h7MJ7VVW/dd6D7z4Cut2Fl915zzPlXfiWnfjPPg+7D9+2B88uvF5C7sKv/2jYh7cNgHpVVb5zfyN8j585oMIHP4tMG1CjoJ8FPgra5ieA6iUooOv7S+ezSADqVVX5TmwCugVUSrNSxgqoxxT0s8+DTkFbJ6AAqpegZ+F9TsMDqFdV5TtXQHv9zABV4XOsgHrtw38W9ER8u58Aqhen60BfrfybTkoLUwG0UrQnQJ334K0AVfJz+oA2BU0ADTgFBdAxJNQ7kb5V+dchAOpVVf5Gbg/+Rnb+XUiyWkYLqPsUNAM0lKBt70ICUNU4AJrMN19ovBd++f1P109/t9yZOjQA6lVV/kYSUDU/xwqozxQ0BTSYoB1+AqheXG4m8rh0N6ZHVzMz7+d3Y7rkfBIeQP2qyt/I7cErnT/KMnVADVNQAI0vTvcDffxuguUr2fyzAHT9+K8SPqu3CB0WAPWqKn3tfgi010+1A6DXxwyo8z58SEC79uABVC9mQL/80wv1D2iSDoB6VZW+Fp2AarE2XkA9zsMXgAYRtMtPMUDvDYjMKxhdWgC9vFg88z3Hj5p3C4B6VZW+lpyADtbGPbECGkjQfQA6xM95A3r6i+wzo87+RM9QAPWqKn3tCKjdBBRAPfbhc0DDCLofQDs6q5k5oEn+8O3M0MGfUucaAPWqKn3tCqjNAVAAvT7kNJIZ0CCCAug40nUS6aPc0OdV7ncKoF5Vpa/dALWZgLpo45wYAK0J+lk4XrotA1C1dJ+FP/3opZTQM9+TP6UEoF5Vuy/l/ATQPNaA1gX9LJgvPZQBqFp6L2P64s3DbFdeehoKoF5Vuy8lJ6AAmsV1CvpZGRgvYXokA1C19MxAf/ncYpMLsi8EQL2qdl9KAXoNQDcJA2jVmEGnrvskA1C1dABa7L9n5+K/+MVC+LNHAdSravuV42X0vYDml9ADaJoAgBaEOl7+0wcZgKqlDdCNnturQU8Wz4pe0wSgXlXbr0QnoACaJQigdUJ3j/T+tXshA1C1tFwH+l8X9ZNHX16W/fRmAPWq2n7lCGj/EVAA3cb1LNJnbdzUVO35Y/c7BqBqaX8n0pnq5UtfXmYGOrRoMoBanoMH0DzWl9LXLgW1AdSCUAAdUdoAff7XtYdO/172UiYA9arafOF2CNTWTwDN4zgFtQO0eYKpFgAdUZzuxiQRAPWq2nwhNgF118YxcQD6tgOgPZPQewA6orQcA/3Rn+/21x/82Z8ovCUeQL2qNl+4AGq9Aw+gRYbsw5cEtQa0i1ALPwFUL2278KUzRtKnj/IAqFdV8a/LHvwAPwG0iNsUdACgrfvxNn6OEtAHh8UF5dXbvB13XR55+kvvq8+l9bIA9MEhgLoV7QNQ0QkogBYZAuhO0CGAtrxZycrPcQO6qFwQ2QnoyeKc72tWBzQ9AV+P7Pn3PADqVVX8KwPoNQCtZQCgJUGHAWrcD7YzbJyAFox8dGj9npwpApq86EauSL6CIgDqVZX/43QO3vYiemdt3DJqQN2moEMBbU5CLQkbNaCJMLamTRLQ0//zO9/5s8MzX//OJt+tX9EkEgD1qsr/kd6DB9BN1ACtSGQr2LgBzUw7WVy8fbg4+9N0F/6omKIdZ15md9FMD5SevpHO3tKHHqZ3NKrez6j0UPLrD15anPmL9fqfDhfP/GT3SHqwtQD04ZubG3Nu3lJ53Fxy+ZuH6av46su9/5tYHAPVCYB6VeX/OAFq4SeA1qMDaPVs/D27A6CfTwTQrx+mBwdTQIuJZgJmAukvit3ecztAi8OnZ66Ul7Z76Gjx3ey7i0fZQz/dPXJuQ9nJ7umFbXlZZcnlbzZHbHtnwBaXMekEQL2q8n+Ez8ED6DZagNbeMW/5O+MGNJsDnhSnVlJAC9Oys9UnizPpHPJ2BmEu65eXFxeS+ej7pT3/ykOJmxc+Sb5enHl5/fCN9FeSR579YJ3McK/ky044fP7j9IOKcl2vrAtHK4spf5Pw+o1P0sO16S90hgvpBYsmAWivnwBqyIArQXeCOgH6+WA+xw3o6e3sJNLJIrcpOwufm3ac25edYconiDmgx8U8sHTCvvLQUUbxg/zcVKbzUW7tcfJ1BuXm6Ufpv/lCs/9WFlP+5svLvXIWqQN6+qPvJJPP5L/laExHAdSrKv9nOKAWE1AANWXQefiNawPpdM44Aa1c1bM7FHmx0Cw3M80X//zjlxZbQE/fKDDbzWGrD+XmFuYVgGbUpnim/7ddcvbDfL6bml1ZTO2bxVm7Uz91QJN5bD61LYfrQN2Kxg+onZ8A2ozLhUwAmn24RfY5lRVAi/3s/HTPS7trfzaw1iGqPmQC9Er+tDM/zREtbNzZmX1VWUx1mcfpv2f/pn/mCKCCRdqAivhZnoAC6DZD9uHfBtDy/DHLSWW//CgRLt+FTp0987Xv/nq3C1/CaANR9aHNQc0OQItfLM4obc5bVRZTq7mdfxbHhT5COQYqWBQFoNcA1BiHKSiA7lIFNPlvvp+d/Pdc+rTTMqCN45HVhywArcxA0ztzZs+oLKZRc/p33170fw4HgAoWRQJoAG0cEhOgbwNoN6DJD//lMMctZyyZD15pHBvdpvqQCdCLeaXpGGg63/1vb6RllcUYatJT8n3vwgRQwSJlQIe/DwlAfQAdPAUF0F2qgCZzxR8XlyzlgJ4stieXspPp+WPbJVQeMgFaXCJ1bt08C7/OrkE911hM+ZvN/T9qL9qQHkBP//lXf9/9jFABUK+q9D/ye/AAWsqwKWgqKIDuUgU0O2mTMpjvwqcXdeaAPpu9mSi9qjO/rLNI5SEToOlS6teBfvHmYju93ZymLy2m/E3yMtKv86tKO9MK6MP/PX3p6Rmxs5ZXRPkFQL2q0v8MB7Tfz+oEFEBLAdCODAU0IS6f8xW34nj2/c1bkNKL7osT+KV725UfMgH6neynF7fnjSrvZUp4LI53VpZc/mZzzcDZvvPnbYAeb67xVzoJD6B+VWuHPfjhE1AALWX4PjyA7lID9HQ710s/DviZl4vJ5z8dZv/kb1L/SXlxpYeMJ5GSiWSyFMN74fPSzWupLLn8TfZ19dalxrQAepKx+SB9+Q8vC38ifB4A9apaq0xAAbQcAG3Pfu9If9Q8H1RJ501Ih6UF0KPi3QL5G1K5H6hb0bgBHXwRqJc2gwOg7gHQTkC3bzoKkJabieQNR8UxXC6kdytSBXToHrylnwDanqGCAqhSegC97X+b0W26bmf35eXiygIAdStSBjS8n/UJKIBWMvRSUABVSiegR4tFuAloJ6APDnc3fhIPgHpVAahzjxagBwCqlU5A309vexcsXbvwx4vdeS3xAKhXFYA69ygB+jaAxpjWk0jn0tPv2SUEnIV3LdIEVOQQKIB2ZiCgBwAaX9ovY8rvKHX6ZtAjBu0BUK8qnQkogFYy6ErQygccCwdA1dJ+If2i+EiRykeRyAVAvaoGA2rjJ4D2ZBigeoICqFra38r5oz9PL8n/8k+f/6DtKUEDoF5VAwG1nYACaGcAtC0Aqh0A9aoaCqjbBBRAqxnrPrwYoAMi8grGFwAVLBotoHYTUADtDYACaHv+dZOPFV4IgHpVDQLU2k8A7cmwKejUASXNtAGa3b2Ez0TyK1IEVMBPwwQUQOsZBOhbWoICqFpaAK1+qhyAuhVNG1DDBBRA6xkG6NsTB/RgQGRewejSAujxYnH2u7/a5O95J5JT0dQBDa3NoEwF0AGCvqW1Ey8E6BA/5w3oaf+t7EMHQH0y6H1IAFrp8SsaBqjSFFQM0J/ZZuaAGj5JVDoA6hOlPXgAbWQooCqCAqhauu7GpBoA9ckAQD1OIQGoIQMETQDVERRA1dJ5Q2XNAKhHBuzB2/oJoJYZCKiKoACqltaTSBp3YCoHQD0iMAEFUMsAKIA2k0xBX1Z9HQDqEwD16AFQ2wBoMy278D/6s8XizNe/U+TPuYzJqWjKgBr9BNBmBlzIBKDxpe0k0oIL6f2LRgio3wQUQA0ZCKiGoACqFgAVLBojoNZ+AqhlhgKqcC0ogKqFuzEJFo0PUM8JKIAaYr8PvwFUXFAAVQuAChZpNa1W7wWegALogAwFVH4KCqBq6QT0VOM+dkUA1D3WgA6YgAKodaynoFtApQUFULW0A/rRt9ODn1/+6fcUTsGvAdQntoBa+9k2AQVQY4YCKi4ogKqlDdDTX+Rnj768vDjrcwrpLhFPMgN6zybnz79mm2vXXifWWa3eGpiDg89EY7/yDNmYvQB9cFickn6mMSU7Wmw/tzJ7E7n323gU34reBujRYnH2fz38ym9O/+si+3R48TADdc5q9VurGaj9BJQZ6KDY7sNvZ6DSU9AxzkC3gDZBiRDQk8Xi5eJl3D5caHyuMYA6B0C9egIUAagNoIWbHx3WfawD6p39A3qUjrF4Gccq9wYFUOeEB7TNTwA1x3IKCqBZTuoXlscHaH43puJlPDjkQnq3Ip2mlSWgASagANqSoYAKCzpuQDNXjvJpaDY7SwD96LnFmfTYaHkX/qOXFotnXi4v4+Gbh4vF1z5Iv0x+58FLizN/sV7/0+HimZ/sHtkupfhgt+fTp58Uhw3yyWBpMdVvHn47+YWvVir70nU/0OJl6HAOoK5Jr6K3AHSQnwA6LIMBlRV0coB+Jzs2eq4C6HF+wPRieRHZI2fS+erR4rvZdxePsod+untks5T1ye7phWGnb6Rz3fJiKt9sDtMO2eMGUMGicQFq7Wf7BBRAWzIcUFFBxw1oNh2sArp49oP8ZMsO0ESzb3yyvl3a3f/y8uLCJ+vT97OHkt+58Eny9eLMy+uHb5iWkizg+Y/Ty4lyXa+sC8oqiyl/k/CaNK4/OhxyM+TWz0TasX2ichoeQB2zsgN0wAQUQAfH7iBoDVA5QccM6Ont7CRSFdDiZMuzn+wALU69lI6Pbk7GHOe/ny7uQX5CqiC5vpT86UfpvyfZN9l/K4spf+P0QUatN1TeToSVPmAOQB2TvQ/eAlB7PwF0eIYDKinoOAGtXMZUBTT7OvVmC2g+hytn+zEZGcX57xTmlee0m6VsF5D9MLcs1biymNo3i7O/Hvq/SQugyWgv5I4/fGmh8vEeAOoYO0DDTEABtC0OgAruxI8a0K+lZ3zqJ5HSr1PNtoA2p4OJb6Xbw5kArSxlu4CdndlXlcVUl5kddT37N4P2t9supE+X9dXDM19/rnoYVy4A6hgrQIf4eaPdTwBti9U+/MwBrRwJ7Ae0fualdI/NDND8oGYHoMUCijNKyTJP8v3q0mKqy1zffi778sIAQlvfC/9P2xm3zqcjAahbVsEB7ZiAAmhrADQ0oPUZaPURC0ArM9AvLz/7yVF+Zqe0mEbL6d99exh57TcT+eKXX03fuPr8B/YL8wmAuiW/FWhAQLv8BNDW2ExBa4DKCTo5QC/mz+g5Blp+xARoZSnVY6DJL5z5b28U53SutCyzeOz9IWfNuR+oYBGAemRigNpMQeuAigk6AUDz09+nxQVI2Y/Shxpn4UvvgzwuYCvNN6uA1pdSOgufPufrh+caiyl/s3nHUO2VdgdABYtGA2ioPXgAbY8LoFKCTgDQ7G4bD99YFFdwnksv+TRcB/rRYfltnumFnsXNOUyAZkupXQf6xZvFSfD0cOfFxmLK3ySap18/HHTZUevt7P7wq1/96l91bgWaBUDdYgPosFNIAOoUi314E6Aigk4A0Pz891f+r/I7kS6Y3olUwqx4a1H6PCOg39mcs2m8EykvLI53lhdT+WZzocCQG3gaAc3eHpqXf0/rpvQA6hYrQAf4CaCucQFUaAo6AUDXp28mUn1wUpxESqaAZ15e270XvrgMynASKVnKM9ullN8Ln+Z4e2iztJjqN9nXzfuVdsUAaH4v5W2+wR3pXYsUmoqPk+sENNwEFEA70j8FNQAqI+gYARXPUfN8UCXedxk1pgloPrd+5jtJ/uxw874B+QCoUywAHeRn10WgIbXpz+QA7Z+CmgAVERRAm9m+6ShsmoCmdzd5frPjnk2CNd7JCaBu6Qd0oJ8A6hxXQMMLCqDN3JZxrAFoeiC1PNU9XvBWTtci+aZVcEC1tOnNXACVmIICaPOHQow1AD2qzziPdN6LBKAuKfwMBmjPBBRAu+IIqICgAFrP+/k5qvCpA5oeAa2+jhOdo6AA6pLggKpp05vpAdoraAug4QWdJaD7SR3QLy/Xp7rJPj2AuhVNDtC+CSiAdscR0OCCAqhaDIDW7oLSfEQkAOqQVT+gQf0E0O70TEE7AA0rKICqBUAFixQA/W0PoEGPgAJoXxwBDS0ogKoFQAWLxgDoAD8B1DvdU9B2QAPvxAOoWgBUsEi6adULaNCLQENr01Ol1RO0yBXQsIKKATogIq9gfAFQwSJ5QH/bB2hYPwG0L51T0C5Ag+7FA6haAFSwaO+ABj4CCqD96RK0D9BgggoBSpoxANoMgLoV7RvQoG9CktCms0qrZySAhpyDAqhaAFSwSLhpFRRQmwkogPbGA9BwgkoBuhoQmVcwujTeifSj7zTz51xI71QkDuhvwwFq5SeA9sYH0GC78UKADvFzroDuLQA6OGEB3Yc2nVVaPSMCNJSgYoCaD7UbAqDaAdDB6QM0/AQUQPvTIWg/oIF24wFULQAqWLRfQAX8BFCL+AGaTUJ9DQVQtQCoYNGeAR3iJ4AGS/sU1ArQXFA/QgFULQAqWCTbVF6dDYDaT0CvWfsJoDbxBPRt/0OhAKoWABUs2i+gAn4CqE1ap6DWgPZMQzdv9gHQ/QdABYv2CajtBHQInwBqlwCAvm39lkkA3WsAVLBItGnVCailn9eG+QmgVmmbgg4BtBPR6o8BdI8BUMEiYUBL66sToNeG8gmglmkRdCig9sgC6L4CoIJF4wX02iYj0KatSqtn2oAaCQVQtQCoYNFIAXXVU0ibtiqtnqkD+nbz6nsAVQuAChZJNq06Ae3w09XOLABqFW1A6/djBlC1AKhgkSyg5fW1AWinn+4yAKhV9AGtTkIBVC0AKli0N0BbJ6B+fAKobcyCLKviMgAAIABJREFUCgN6MHpA//Dm4WJx5vkPsm+OFxcrP0y///Jy2Ftnnv7yQsjFGQKggkWCTatuQIX8BFDbGAWVBLQyBx0noKdvbG4wnMmpAejJ4lzIxRkCoIJFooBW1tcqoG0TUF8+AdQ++oCWBB0loF9eXjzz8ifr9Re/WNToLD8HQB0DoIPSBaicnwBqHdMUVBjQt8cN6NHi2eLG7Metn3EBoM4B0CFZdQAq6CeA2mcPgG4FHSOgDw63Nib78hfzXfajxZXskeMEuvou/MNvJzv7X325+CY9evq17ODpyeLi7cPF2edKv7pef5Q++ZnvpUIny7z93GLx/AfFMYNztUWFDYAKFkkCWl1fLQAN4SeA2scwBRUHdCPoGAE9Ku23f5FCl4JZzBAT6a7UAX1wmB8vPVf65kxq5sni68l3z94u/er6F4vdk48WXy0+yW0DaGVRgQOggkUjAzSACgBqn6ag8oAWgo4Q0By6ckpgZrPTKqDJ87+RMPvR4ZmfZodPL3yyPn0/2/U/WWTHAsq/erI485Pk69uL9MlHiZSfrJNJ6pViF76yqNABUMGiMQEaxE8AHZA9AXowTkC/vFznKzsLn+/DZ7vhVUArzz8uJo/Zr5ws8p+UfrWY3eZIF8daj/LnnjNVBwyAChbtBVBJPwF0QPYC6NsTA3QzRbxSBzR57Oyv15uvi999cJjYeFKcjCr9apov/vnHLy1yQM/liz+3e852UcEDoIJF+wFU0E8AHZD9AJoJOkJAtwhukwGaiZmfX6odAz1Oj1qe/ZtP1uULSBfZ/noOaOlX1w9fKn5+ZTsd3QFaXlTwAKhg0T4AFZ2AAuiQNARVAfTtsQJqOgaacJe4elwwVz0Ln55KT3Lhk/QQaAXQ4mTQ7lfTs0RnvvbdX79hBrS0qOABUMEisabGmlwCVO4M0nUAHZa6oEqAHowR0O1xzDQnqWU5oMl/C1ub70Q6/btvZ29bqu7+bwHd/mry33PFTNUM6G5RwQOggkV7AFTyFPx1AB2YmqA6gCaCjhHQ0nWg+WHKHNAHh8/+S/4T41s5T99Pdtirs9ctittf3QCbzFTbAN0sKtz/GEUAVLBIH1BhPwF0WPYD6NujBLT0TqT8cqMc0NM3zvx4c9anDOjG2+y80fH2vFF2Emkzq9z86gbQk0V+Yr8GaGVRoQOggkVSTfX3IW0BlfYTQIdlX4AejBHQzXvhH7652Oy8r9f5GZ4r67XhLPyzHyRPfiO/ECn7pnRt57r8q/kufDLDNACamFlZVOgAqGCRHKD19bUH0GAiAOig7AnQRFCl9W4IoLtT5ZW7MT04LN4Z3/JOpLPpAyfFN+nN6XaAbn/1JP/ps++XLgo9zief6VX3lUUFDoAKFo0E0HATUAAdmKqgaoC+NcYZ6Dp9x3rzfqCnm4lh473w6dvf87e3b94Ln77dqATo9lfXHyU2P/NyPuEsA7r+p8P0ocqiwgZABYuEmpp78D2AhgMBQAemIujsAY0wToA+fffqcvnKh+WH/vhXy+Wl6kPDAqDWMazHXYAGnIAC6OAAaNxxAfTJzWWab/5+99DvskeWl37u/EIA1DqtgIr7CaCDU56CAmh8cQH01vLFD9eP31m++OnmkfvLS3+9Th8qozosAGobwx58Dqj4EVAAdUhJUACNLw6APrqaMfnk5na++fSd5Q/X2UP5vy4BUNuYVuMcUOFrmK4DqEt2ggJofHEA9M7yW8W/rxaPPLlZzDxvbR8aHAC1TRug4heBXgdQlwBozHEA9FYxzbxfQFr5EYCWikSaTHvwKaDtn+QREAMAHR4AjTnDAX36TrHr/ujq7iBontJe/SZ3SeCsVu+Zcv78a8Zcu/Y62WtWq7fUY786Ddn0AbSZoIDeac5J5SCZa4YCum8/yB4EtV+dhmz6ANqMF6C1c+73uYypWiS0C29YX99TOQLKLrxbNjvx7MLHl4Az0PtXLzmfgwdQ6wwCNLCfAOqWQtDpAzogIq9gfAkH6B2f+SeAWgdAA/eoALoC0DgT7Cz87/z8BFDLmHej3mvzE0B7ezSKckGnDihpxuk60Fcr/6Z5emv5gvObkLIAqF3MgOocAQVQ5wBopAnyTqTs3Z2ftv+GTQDULkZAVa4BTQOgjgHQSOMA6NN3li/U3gt/x9tPALWL8TL69gkogPb3KAG6AtAY43IzkceluzE9uprMQ4vbM6VpXAhqGwC1yn734AHUOamgABpfnO4H+vjdhMpXsjlnBuj9JYCaigDUp0qrR6kIQKMMd6QXLNIC9Pz51wDUuUeraLUC0PgCoIJF4ZuMh0CT+SeAuveoDan2EXMAGkMAVLBIAlDTBPSGGdDwfgKoVwA0vgCoYJEOoOcB1KtHEVAtQQFULQAqWBS8ybQHn51AMgEa/iImAPWs0hIUQNUCoIJFAoC2nIA3AypAAID6VK2UBAVQtQCoYBGA+lRp9WgOSUlQAFULgAoWhW5q3YM3ASqxBw+gflXXlQQFULUAqGBReEDNp5BaAJUgAEB9qq4rnUgCULUAqGDRPgEVmYACqF9V+h8NQQFULQAqWKQAaPEmThOgIgQAqE9V9l8FQQFULQAqWCQP6OZN8ADq3qMPqLigAKoWABUsUgD0RgugMnvwAOpXlf8jLyiAqgVABYsCN7VPQE2AyhAAoD5Vxb/iggKoWgBUsEga0N1d7ADUvWcPQ5IWFEDVAqCCRcKAlu4CCqDuPfsYkrCgAKoWABUsCtvUuIweQIP07GVIsoICqFoAVLAoNKCte/AA6tGznyGJCgqgagFQwaL9ASrkJ4D6VZW/kRQUQNUCoIJFQZu69uAB1KNnX0MSFBRA1QKggkWBAW33E0A9evY2JDlBAVQtACpYFLKpPgGtfhDna3U/AdS6Z39DEhMUQNUCoIJFYQGt+dkNqBQBAOpTVX9gJUQogKoFQAWL5ACt+QmgHj37HBKATj0AKlgUsGlVB/RGB6Bie/AA6ldleExEUABVC4AKFgUFtOMIaBNQMQIA1KfK9KDEJBRA1QKggkUA6lOl1bN/QIMTCqBqAVDBIjFA635WAZXbg9+7NhI9ex8SgE44ACpYJAVow886oHIE7F2b8D0jGFJoQQFULQAqWCQGaN1PAPXoGcOQAk9CAVQtACpYFK6pZwJaAVRwD34c2gTuGcOQAh8HBVC1AKhgkQygBj9rgAoSMAZtAveMY0hBCQVQtQCoYJEQoE0/AdSjZyRDCnk2HkDVAqCCRcGaypfRmyagAOrRM5ohhRMUQNUCoIJFAQHtnoACqEfPiIYUilAAVQuAChZJAGqcgAKoR8+YhhRoPx5A1QKggkWhmkp78GY/y4BK+jkubQL1jGtIQQQFULUAqGBROEC7d+AB1KdnbEMKQCiAqgVABYsCNfVPQAHUo2d0Q/LfjwdQtQCoYFEwQPv8LAEqeRn9GLXx7xnhkHwFBVC1AKhgUXhAW/ysACpKwAi18e0Z5ZD8CAVQtQCoYFGYpt0efOsEFEA9esY5JK/9eABVC4AKFoUCtHcCCqAePWMd0srdUABVC4AKFgUGtH0CugNU9hDoeLXx6BnvkJwJBVC1AKhgUVhAO/wsAyqy6W8yYm2ce0Y9JDdBAVQtACpYFBTQLj8B1KNn5ENyIRRA1QKggkUhAa1/kLEZUOE9+NFr49Iz9iE57McDqFoAVLAoSJONnyVAA2/ztYxeG4ee8Q9psKAAqhYAFSwKCmiXnwDq0TOFIQ0kFEDVAqCCRSGaVkMAld6Dn4Y2A3smMaRh+/EAqhYAFSwKA6jFHvwO0HBbuzHT0GZYz0SGNERQAFULgAoWBQO0z08A9eiZzJDsCQVQtQCoYFGApmwPvtdPAPXomc6QrAUFULUAqGBREEBt/ARQj54pDcmSUABVC4AKFoUB1MJPAPXomdSQ7E4mAahaAFSwKBSgvX4WgIr7OTFt7HomNiQbQQFULQAqWASgPlVaPZMbUj+hAKoWABUs8m+y3IMHUI+e6Q2pdz8eQNUCoIJFIQC18jMHVPwy+klq09szxSH1CAqgagFQwSLvplUKqIWfG0CDbaBtmaQ2PT3THFKnoACqFgAVLAoAqJ2fAOrRM9EhdQkKoGqRBvQu8UgC6GvWSfbgXyfzSbob/1ZL7Fcx4e0/+jADFSzybUr34K0moNkMVGECOtnpWlfPZIfUfiCUGahaAFSwyB9QSz8B1KNnwkNqExRA1QKggkWeTcnmYelnCqjCOfhpa9PWM+UhtQgKoGoBUMEib0BtJ6A5oME3z2YmrU1Lz6SHZN6NB1C1AKhgkTegtn4CqEfPtIcEoPsNgAoW+TUN2INPAFXZg5+6NsaeqQ/JICiAqgVABYu8mg4G+JkBKrJ11jJ5bQw9kx9SU1AAVQuAChb5NB0AqFLP5IfU3IsHULUAqGCRR9MBgGr1TH9IjTNJAKoWABUscm9K/PwZgOr0RDAkAN1bAFSwyLlpqJ8A6tETxZCqggKoWgBUsMgD0J8NBFTHz0i0qfbEMaSKoACqFgAVLPIBdMhFTADq0xPHkCp78QCqFgAVLHJtGrwHD6AePZEMqSwogKoFQAWLHJsOBu/BK11GH4825Z5YhlQSFEDVAqCCRW5NhZ8DARXdNreJRptSTzRDAtA9BEAFi5yaMj8HTkAB1KMnniFtBQVQtQCoYJEjoD9zmIACqHNPREPaCAqgagFQwSKXpszPsU5Ao9Jm0xPRkDaHQQFULQAqWOTQlPsJoADqlEJQAFULgAoWDW862ExAARRAXZILCqBqAVDBosFNB24TUAD16YlrSJmgAKoWABUsGtq08XP4HjzauPdENiQAVQ2AChYNB/RnALqt0uqJbEgAqhoAFSwa2FTyc+hFTGjj3hPZkNJ9eABVC4AKFg1r2vrpcA4ebdx7YhtSIiiAqgVABYsGNR24TkAB1K8nuiEBqGIAVLBoSNOBxwQUQH164hvSagWgWgFQwaIBTSU/Xa6iRxv3nviGlAgqt1aTSgBUsGgQoD9zBPQagPr1xDek668zA9UKgAoW2Te5+5lfRI827j3xDQlA9QKggkXWTWU/f+byLiS0ce+Jb0gAqhcAFSyybTrwmoACqF9PfEMCUL0AqGCRZZOPn8Xb4NHGvSe+IQGoXgBUsMiu6aC6Aw+gRZVWT3xDAlC9AKhgkS2gPwNQQ5VWT3xDAlC9AKhgkVVT1U8A3VZp9cQ3JADVC4AKFtk01fx0vBc92rj3xDckANULgAoWWTQdNAB1mYCijUdPfEMCUL0AqGBRf1PTT5eLmNDGpye+IQGoXgBUsKi3qeGn4wQUbTx64hsSgOoFQAWLLACt+wmg2yqtnviGBKB6AVDBor6mhp9DJ6AAGqAnviEBqF4AVLCop8ngp+uncaKNe098QwJQvQCoYFF3U/MA6PAJqPamGaE2EQ4JQPUCoIJFnU0mP50/Dh5t3HviGxKA6gVABYu6moL6iTYePfENCUD1AqCCRd2A1v0E0GqVVk98QwJQvQCoYFFHk8FPAK1WafXENyQA1QuACha1N5n8BNBqlVZPfEMCUL0AqGBRa5PhACiA1qu0euIbEoDqBUAFi9qagvuJNh498Q0JQPUCoIJFLU1mP90vAlXcNCPUJsIhAaheAFSwyNzU5qfHBBRtPHriGxKA6gVABYuMTS1+ek1A0cajJ74hAaheAFSwyNTU6qfPBBRtPHriGxKA6gVABYvMgBr9dL0RqPKmGaE2EQ4JQPUCoIJFhqZWP50+Ckl904xQmwiHBKB6AVDBomZTID8BNGBPfEMCUL0AqGBRo6ntACiAGqq0euIbEoDqBUAFi+pNrX4CqKFKqye+IQGoXgBUsKjW1O6n7yFQtPHoiW9IAKoXABUsagDa5udAQBt+oo1HT3xDAlC9OAH69N2ry+UrH9YefXLzWx4vJH5Ag/l5o+En2nj0xDckANWLC6BPbi7TfPP31YdvLQG0WlRpCugngIbsiW9IAKoXF0BvLV/8cP34neWLn5YefHprCaC1onJTxwHQgRfRG/xEG4+e+IYEoHpxAPTR1Wzu+eTmpZ/vHvzjD5YAWi8qNXX66XkAVHHTjFCbCIcEoHpxAPROAeWd5aulx5bf/zcArRXtmrr8DDABRRuPnviGBKB6cQD01vKH2b/3S2DeeeFvK98PT+yAdvgJoMYqrZ74hgSgehkO6NN3il33R1crB0HNgN4lSQ4O/rI1q9VrQ3Lt2rXXCemO/arpxgbZBEDlc9Dl50BA8ZNYxH7ldGODbOIFaPVCJnbh60V500HnAdBhe/DXjDvw7O/69MQ3JHbh9SI9A7VOtIB28zkM0DY/0cajJ74hAaheAFSwKG1S8RNtPHriGxKA6iXQWXjT98MSL6Cdfg66hqnVT7Tx6IlvSACqF6frQF+t/LsJgNaLLAAdeAR035tmhNpEOCQA1UuodyKtAbRZdNdiD36QnwAq0BPfkABULw6APn1n+ULzvfAA2iy6q3QEFG18euIbEoDqxeVmIo9Ld2N6dHU7DwXQetFdLT/RxqMnviEBqF6c7gf6+N3Ez1ey+SeAdhSp+Yk2Hj3xDQlA9cId6QWLes/ADwJ0DJtmhNpEOCQA1QuAyqXPzyGAdvuJNh498Q0JQPUCoGI5OPjLYID2+Ik2Hj3xDQlA9QKgUjnoBXSInwAq1hPfkABULwAqlOwWTFp+oo1HT3xDAlC9AKhM0hPwfYCG8xNtPHriGxKA6gVAZZKeQOoGNNwB0Oto49MT35AAVC8AKpLsBHwnoEH9RBuPnviGBKB6AVCRZBcwdQFq7afF/vt1tPHpiW9IAKoXAJXIAYD6V2n1xDckANULgAqkuII+BKBWfKKNT098QwJQvQBo+GzegRQAUEs/0cajJ74hAaheADR4DiwAtfYTQMV74hsSgOoFQINn+xb4dkBD+4k2Hj3xDQlA9QKgobO7hUgroMH9RBuPnviGBKB6AdDQ2d2CyR9Q+y1GcGus9MSnTYRDAlC9AGjgHAQDdICfaOPRE9+QAFQvABo25XuA+gE6xE+08eiJb0gAqhcADZvyPZTbALX0E0B1euIbEoDqBUCD5sAC0PA78Gjj0xPfkABULwAaNJUP8TADKuEn2nj0xDckANULgIbMQT+gq/AHQK+jjU9PfEMCUL0AaMDUPkXOBKidnzcG+ok2Hj3xDQlA9QKg4VL/FE4zoAI78Gjj0xPfkABULwAaLAfBAB3sJ9p49MQ3JADVC4CGSsNPE6BWe/DDrmDKtxiJzdDUE582EQ4JQPUCoKHS8NMAqJSfaOPRE9+QAFQvABoqdoDK+Ik2Hj3xDQlA9QKggdLcg28CKnQA9Dra+PTENyQA1QuAhonBzwagcn6ijUdPfEMCUL0AaJgY/GwCKuYn2nj0xDckANULgAaJyc86oGIHQK+jjU9PfEMCUL0AaIgY/awBKukn2nj0xDckANULgAaI2c8qoDZXMDn7iTYePfENCUD1AqABYgeooJ9o49ET35AAVC8AGiAWgNrtwLtvMQG3vs6e+LSJcEgAqhcA9Y/pEqYaoIJXMOVbTMCtr7MnPm0iHBKA6gVAvdPmZwVQKz8BtFyl1RPfkABULwDqnTY/S4CKnoHPtphwG193T3zaRDgkANULgPqm1c8doOJ+oo1HT3xDAlC9AKhn2v3cAip7BVO+xYTa9Pp64tMmwiEBqF4A1DPtfm4AtbyHnd8WE2jL6+2JT5sIhwSgegFQv3RMQAtANfxEG4+e+IYEoHoBUL90+LkFVN5PtPHoiW9IAKoXAPVK1wQ0B1T+BFK2xQTZ7ix64tMmwiEBqF4A1CedfqaAWp4/8vUTbTx64hsSgOoFQH3S6WcC6ErhBHy+xQTY6qx64tMmwiEBqF4A1CPdE9Cf/aXK+aN8iwmwDKue+LSJcEgAqhcAdU+PnymgSn6ijUdPfEMCUL0AqHt6/FQ6f5RvMSEWYtMTnzYRDglA9QKgzumbgK5Wr1nwGcRPtPHoiW9IAKoXAHVOr59WgAbaYsIspr8nPm0iHBKA6gVAXdM9AU3Pv7/WB2goPtHGpye+IQGoXgDUMT078OkJ+B5Ag00/r6ONT098QwJQvQCoW3r9TITsBPRasOOf2RYTbEk9PfFpE+GQAFQvAOqU1rvQb6efPYAG5RNtfHriGxKA6gVAXdLrZw+ggflEG5+e+IYEoHoBUJfYzD87AA3uJ9p49MQ3JADVC4C6pAvQ3fs3WwANzyfa+PTENyQA1QuAOqRrD770/ncjoGFPHm23mOBLbOmJT5sIhwSgegHQ4bH00wDoNRk+0canJ74hAahepAG9G2EODv6yLdnl823J+XydEOnYr8zC23/0YQY6OO3zz9rtPyszULHJZz7lkFpwvSe+6VqEQ2IGqhcAHZpWP1f12yfvAL0myyfa+PTENyQA1QuADk2Xn9Ujnjmg18T1vI42Pj3xDQlA9QKgA9M2ATXcfT4DVEHP62jj0xPfkABULwA6LAP8vPGaDp7ZFqNRcj1KbSIcEoDqBUAHpeUKJvOHx+n5iTYePfENCUD1AqCDMsBPNTyzLUarJz5tIhwSgOoFQIfE6KeJz+KST60NBm08euIbEoDqBUAHxORn4+Kl3b57hJsmQ/KqUisCUK0A6IA0/Fy18pmtxvFtmgzJq0qtCEC1AqD2qU9AjXyWjn1GuGkyJK8qtSIA1QqAWsfkp/HU+3Y1jm/TZEheVWpFAKoVALVN7QomM5+VT4qLcNNkSF5VakUAqhUAtUzVT+POe83PGDdNhuRVpVYEoFoBULuU/TQf+2xe+hnhpsmQvKrUigBUKwBqlZKfnXxWLp2PcNNkSF5VakUAqhUAtcrGz1Y9Te88inDTZEheVWpFAKoVALVKDmgHnzcMb9yMcNNkSF5VakUAqhUAtUm6B9+lp9HPGDdNhuRVpVYEoFoBUIskfvbyabhxSISbJkPyqlIrAlCtAKhFuvVsvfFShJsmQ/KqUisCUK0AaH/c+Ixy02RIXlVqRQCqFQDtTt/ks+u+nxFumgzJq0qtCEC1AqAdWa2s/GxdjePbNBmSV5VaEYBqBUDbUuB5/vx5Rz9j3DQZkleVWhGAagVAzcn1/O1vu/3s/tiOCDdNhuRVpVYEoFoBUEM2eqZ+9vDZ9bFHEW6aDMmrSq0IQLUCoLVsjnv+ttfPzt33bDWOb9NkSF5VakUAqhUAraakZ//+e99qHN+myZC8qtSKAFQrALpLBc8+Py0+tDjCTZMheVWpFQGoVgC0SGXXvdfPvsOf+Woc36bJkLyq1IoAVCsAmqWOp4WfFqtxfJsmQ/KqUisCUK0AqFHPTj/t+Ixy02RIXlVqRQCqldkD2thz7/HzmtXee74ax7dpMiSvKrUiANXKzAE165nyafZzAJ9RbpoMyatKrQhAtTJnQFv0bJ9/DtHzepSbJkPyqlIrAlCtzBbQll339uvnB00+89U4vk2TIXlVqRUBqFZmCmiHnubp53A+o9w0GZJXlVoRgGpljoB26Zkd/qwD6qLn9Sg3TYbkVaVWBKBamRugzevl+04fXXPkM8pNkyF5VakVAahWZgZot551Pq9dc9fzepSbJkPyqlIrAlCtzAjQDZ7v2fnpqef1KDdNhuRVpVYEoFqZC6ClXfdWQHd8etuZr8bxbZoMyatKrQhAtTIPQCt77m2AbvwMo+f1KDdNhuRVpVYEoFqZAaD1454mQM9vTr6HwjNbjePbNBmSV5VaEYBqJXZADSfdDYDmfgabem5W4/g2TYbkVaVWBKBaiRnQlkuWGoBWJp8hV+P4Nk2G5FWlVgSgWokY0LZLlt5r8nk+OJ7ZahzfpsmQvKrUigBUK5EC2nW953t1Pc8H3nXfrsbxbZoMyatKrQhAtRIjoD3vNnqv5qcIntlqHN+myZC8qtSKAFQr0QHa81bNHaDnZfW8HuWmyZC8qtSKAFQrcQHar2cB6PnzOz/lVuP4Nk2G5FWlVgSgWokH0L7bhOwAPS8/+cxX4/g2TYbkVaVWBKBaiQRQWz03M8/z4S9aMqzG8W2aDMmrSq0IQLUSA6B2eJ7fRQHPbDWOb9NkSF5VakUAqpWJA7qymHqeL+fGjRuvKfkZ46bJkLyq1IoAVCsTBnTVp+f583U7Bd5u1LUax7dpMiSvKrUiANXKVAHtttMgZ9D7LFmuxvFtmgzJq0qtCEC1MkFAOyaepjln46M59Fbj+DZNhuRVpVYEoFqZFqAr8277+UaMnwpXTD0B1KOHIflUqRUBqFYmA6jZzh44y5/Msd1xB1CPHobkU6VWBKBamQKgJjv73KzaWTnqCaAePQzJp0qtCEC1MnJAG3b2TzkrcJrOGAGoRw9D8qlSKwJQrTgB+vTdq8vlKx/2PDQsd+9VU6Jz9Q//0CfnNWP2vRrHt2kyJK8qtSIA1YoLoE9uLtN88/edDw3MXZOciZ11OM1U2sC5Xbt0VuIoN02G5FWlVgSgWnEB9NbyxQ/Xj99Zvvhp10MDc3dVyzA5h6xdYuttvSi+TZMheVWpFQGoVhwAfXQ1m2g+uXnp5x0PDc3dNjnDr13Bl9hWFN+myZC8qtSKAFQrDoDeWX6r+PfVjoeG5m59xim3doktuV4U36bJkLyq1IoAVCsOgN5a/jD7936hpvmhobkrzGZp7VLoyIvi2zQZkleVWhGAamU4oE/fKfbTH13dHPE0PLTJXeu8TggJE/vNzksPMiJACSHq8dKD+AG6uWrJ8NDg6P0p9Yr01k6tJobkVaVWhItakZ6BWgdAvaq0ehiST5VaEYBqBUAFi+LbNBmSV5VaEYBqZTxn4QHUp0qrhyH5VKkVAahWnK4DfbXyr/mhoQFQryqtHobkU6VWBKBaGc87kQDUp0qrhyH5VKkVAahWHAB9+s7yhdob3w0PDQ2AelVp9TAknyq1IgDVisvNRB6Xbr306Go26XzsfzcmAPWp0uphSD5VakUAqhWn+4E+fjfB8pVsslkAWn7ILQDqVaXVw5B8qtSKAFQrI78ruMDBAAAHe0lEQVQjvUiTWlF8myZD8qpSKwJQrQCoYFF8myZD8qpSKwJQrQCoYFF8myZD8qpSKwJQrQCoYFF8myZD8qpSKwJQrQCoYFF8myZD8qpSKwJQrQCoYFF8myZD8qpSKwJQrQCoYFF8myZD8qpSKwJQrQCoYFF8myZD8qpSKwJQrQCoYFF8myZD8qpSKwJQrQCoYFF8myZD8qpSKwJQrQCoYFF8myZD8qpSKwJQrQCoYFF8myZD8qpSKwJQrQCoYFF8myZD8qpSKwJQrQCoYFF8myZD8qpSKwJQrQCoYFF8myZD8qpSKwJQrQCoYFF8myZD8qpSKwJQrQCoYFF8myZD8qpSKwJQrQCoYFF8myZD8qpSKwJQrQCoYFF8myZD8qpSKwJQrQCoYFF8myZD8qpSKwJQrQCoYFF8myZD8qpSKwJQrQCoYFF8myZD8qpSKwJQrQCoYFF8myZD8qpSKwJQrQCoYFF8myZD8qpSKwJQrQCoYFF8myZD8qpSKwJQrQCoYFF8myZD8qpSKwJQrYwGUEIImVoAlBBCHAOghBDiGAAlhBDHACghhDgGQAkhxDEASgghjgFQQghxDIASQohjAJQQQhwDoIQQ4hgAJYQQxwAoIYQ4BkAJIcQxAEoIIY4BUEIIccxoAH1y81v7fglB88e/Wi4vvfLhvl9GyPzxB8mQ/vOn+34ZofPo6osxjenJzWWWb/5+369kFhkNoLeWUQH6u3wtvvTzfb+QcLmTD+mFyDbMp+8sowL00VUAVcxIAH16axkVoPeXl/56vX78TkSr8aOr2ZB+ENXfaZ39/4WoAL0f2x9o3BkHoOnOYUx/92RW88P032R36of7fi2hcmv5avrPo6vx/P+ENOmELSpAb8Wzyk0howA0mQR8/99iAvTJzUKZQp2Ish1aHEn+X91/iuoY6NN3YjpsNP6MA9AX/jbSPY/4AI3slMut5bfiGtGTmy/8j2R/7j9GdfpyxBkFoGmiBPTJzdimA/92Nao9xPvJ7ntcgG7OIUX1ZxpxAFQydyIb1K3l8tLf7vtFBEz2/+DiAvT+cvn9T9f/892oLgAZcQBUMPcjW4uf/vf/cHV56b/s+2WES3aEJS5AN/8/O76DR+MMgMrl/tVL8e1H/TGiffg72fn3uADd5H5c1xaMNgAqljuRzT+LxLNlPrqa/YHiBDS2y83GGgCVyu/i9DMib4q3VsX5tp14/kzjDoDK5OmtyN7zuHlvQERbZoyAbv9MkW1Pow2AyuRWNDu6m9zanp2I6g8V0/9HSFP8ebaQEtkAqEjuROdneoHh9z9dP43vyERcgOZ/psc/iG8FHGcAVCKbW4pF9Q7/+8UNpmKb2cQF6ObAxDd5K5JKAFQi95cRArp+HN8tTtNEBmj+Z/p+VEMacUYDKCGETC0ASgghjgFQQghxDIASQohjAJQQQhwDoIQQ4hgAJYQQxwAoIYQ4BkAJIcQxAEoIIY4BUEIIcQyAEkKIYwCUEEIcA6AzytFi8ewnFs+qPSn5tVK+8pvdc2pPbfwmIZEHQOeTB4eLxZmftv/89p9k/DkA2vabhEQeAJ1PjhdnX1qca/3xhr/hgLb+JiGRB0Bnk9M3FueOc/+MaeXP8IPqQ8BJ5hoAnU2SPfgrJ4vFlbafAyghQwOgs8lRMvv88nK7dQBKyNAA6FyS2HkuPQ66OY2UfH/x9JfPLRbPfC/V7zg/wnnReAy0DdDsn+ZvPnzzMHngaz/JnpoeOVh/9NJiceZC8sOPvp385PkPhMdKiFIAdC7J996T/fiL+fcJoP/+pdy+s78JCujtzfmmdLkpoP/uaHP+6Rf5F13XAhAyoQDoXHKUnT9KOCs0TABdnPmLT9YP31jkptqdhc/t6zoLnxj9bDLFPH1/kZ3yTxoXi2TyeZrg+czi+Y+zH7DLT+IIgM4k+R58NtO8snkg/2pjaihAt2f6t2TnQKeF50o/IGT6AdCZZHPwM5kf5ortzicdVa7tDABoZQ89AXQLavGDY/bhSSQB0Hlkt+u+mf5tpqTbKWMHoJ3HQOu/eZIo+/yvO5qTZwAoiSMAOo+kb+PcZrNHXZxOCgzoOj9T9Mz3Ps6emp2FL34JQElkAdB55Li8G54x1w1oesBys8c+FND8WqX0LHx6IROAkogDoLNIdiq8ehxTENAkf/jRc+mvXwFQEnUAdBY5WWy0zL5ORZPbhS9SXK4EoCTiAOgsclQiK5EzhUwK0B2YuZgASiIOgM4h1bfAH2W71mIz0O1FSvn5dwAlEQdA55DyHnz2XX6UswpoCt/px733A81+qypn9TeTBZ95Ofk3fYsTx0BJ3AHQGSQxrCxW/m0D0JNUx3MugNZ+c3fJ1MU1gJKoA6AzSPru9LKJxyltDUDXtxP4zn3iAGj9N09/+dX0QtAL2YWgAEoiDoASQohjAJQQQhwDoIQQ4hgAJYQQxwAoIYQ4BkAJIcQxAEoIIY4BUEIIcQyAEkKIYwCUEEIcA6CEEOIYACWEEMcAKCGEOAZACSHEMQBKCCGOAVBCCHEMgBJCiGMAlBBCHAOghBDiGAAlhBDH/P+ZOstUSGrt4gAAAABJRU5ErkJggg==" width="672" /></p>
<pre class="r"><code>#ggsave(filename = &quot;antielit_w1.jpg&quot;, plot = a1) </code></pre>
<pre class="r"><code># density plot w1

table(fgz$pub_type_w3)</code></pre>
<pre><code>## 
## Private employees  Public employees    Civil servants 
##              2109               764               290</code></pre>
<pre class="r"><code># Remove missing values
fgz &lt;- fgz %&gt;% drop_na(anti.elitism_w3, pub_type_w3)

# Create density plots
a2 &lt;- ggplot(fgz, aes(x = anti.elitism_w3, color = pub_type_w3, fill = pub_type_w3)) +
  geom_density(alpha = 0.4) + # Use transparency for overlapping areas
  labs(title = &quot;Wave 2 (2023)&quot;,
       x = &quot;Anti-Elitism&quot;,
       y = &quot;Density&quot;,
       color = &quot;Employment Type&quot;,
       fill = &quot;Employment Type&quot;) +
  theme_minimal()

print(a2)</code></pre>
<p><img role="img" src="data:image/png;base64,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" width="672" /></p>
<pre class="r"><code>#ggsave(filename = &quot;antielit_w2.jpg&quot;, plot = a2) </code></pre>
</div>
<div id="difference-between-groups-w1-1" class="section level2">
<h2>difference between groups w1</h2>
<pre class="r"><code>#wave 1


aggregate(fgz$anti.elitism_w1, by=list(fgz$pub_type_w1), FUN=mean)</code></pre>
<pre><code>##             Group.1    x
## 1 Private employees 3.79
## 2  Public employees 3.63
## 3    Civil servants 3.49</code></pre>
<pre class="r"><code>aggregate(fgz$anti.elitism_w1, by=list(fgz$pub_type_w1), FUN=sd)</code></pre>
<pre><code>##             Group.1     x
## 1 Private employees 0.770
## 2  Public employees 0.797
## 3    Civil servants 0.746</code></pre>
<pre class="r"><code>fit_w1p &lt;-aov(fgz$anti.elitism_w1 ~ fgz$pub_type_w1)
summary(fit_w1p)</code></pre>
<pre><code>##                   Df Sum Sq Mean Sq F value         Pr(&gt;F)    
## fgz$pub_type_w1    2     31    15.6    26.1 0.000000000006 ***
## Residuals       3160   1895     0.6                           
## ---
## Signif. codes:  0 &#39;***&#39; 0.001 &#39;**&#39; 0.01 &#39;*&#39; 0.05 &#39;.&#39; 0.1 &#39; &#39; 1</code></pre>
<pre class="r"><code>plotmeans(fgz$anti.elitism_w1 ~ fgz$pub_type_w1)</code></pre>
<p><img role="img" src="data:image/png;base64,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" width="672" /></p>
<pre class="r"><code># which group is different

TukeyHSD(fit_w1p)</code></pre>
<pre><code>##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = fgz$anti.elitism_w1 ~ fgz$pub_type_w1)
## 
## $`fgz$pub_type_w1`
##                                      diff    lwr     upr p adj
## Public employees-Private employees -0.163 -0.240 -0.0869  0.00
## Civil servants-Private employees   -0.295 -0.410 -0.1796  0.00
## Civil servants-Public employees    -0.131 -0.258 -0.0047  0.04</code></pre>
<pre class="r"><code>par(las=2)
par(mar=c(5, 8, 4, 2))
plot(TukeyHSD(fit_w1p))</code></pre>
<p><img role="img" src="data:image/png;base64,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" width="672" /></p>
</div>
<div id="difference-between-groups-w3-1" class="section level2">
<h2>difference between groups w3</h2>
<pre class="r"><code>#wave 3


aggregate(fgz$anti.elitism_w3, by=list(fgz$pub_type_w3), FUN=mean)</code></pre>
<pre><code>##             Group.1    x
## 1 Private employees 3.86
## 2  Public employees 3.70
## 3    Civil servants 3.47</code></pre>
<pre class="r"><code>aggregate(fgz$anti.elitism_w3, by=list(fgz$pub_type_w3), FUN=sd)</code></pre>
<pre><code>##             Group.1     x
## 1 Private employees 0.809
## 2  Public employees 0.890
## 3    Civil servants 0.854</code></pre>
<pre class="r"><code>fit_w3p &lt;-aov(fgz$anti.elitism_w3 ~ fgz$pub_type_w3)
summary(fit_w3p)</code></pre>
<pre><code>##                   Df Sum Sq Mean Sq F value             Pr(&gt;F)    
## fgz$pub_type_w3    2     47    23.4    33.6 0.0000000000000036 ***
## Residuals       3160   2196     0.7                               
## ---
## Signif. codes:  0 &#39;***&#39; 0.001 &#39;**&#39; 0.01 &#39;*&#39; 0.05 &#39;.&#39; 0.1 &#39; &#39; 1</code></pre>
<pre class="r"><code>plotmeans(fgz$anti.elitism_w3 ~ fgz$pub_type_w3)</code></pre>
<p><img role="img" src="data:image/png;base64,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" width="672" /></p>
<pre class="r"><code># which group is different

TukeyHSD(fit_w3p)</code></pre>
<pre><code>##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = fgz$anti.elitism_w3 ~ fgz$pub_type_w3)
## 
## $`fgz$pub_type_w3`
##                                      diff    lwr     upr p adj
## Public employees-Private employees -0.164 -0.246 -0.0814     0
## Civil servants-Private employees   -0.390 -0.513 -0.2678     0
## Civil servants-Public employees    -0.226 -0.361 -0.0914     0</code></pre>
<pre class="r"><code>par(las=2)
par(mar=c(5, 8, 4, 2))
plot(TukeyHSD(fit_w3p))</code></pre>
<p><img role="img" 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" width="672" /></p>
<p>#popular sovereignty ## Density plot</p>
<pre class="r"><code># density plot w1

table(fgz$pub_type_w1)</code></pre>
<pre><code>## 
## Private employees  Public employees    Civil servants 
##              2116               765               282</code></pre>
<pre class="r"><code># Remove missing values
fgz &lt;- fgz %&gt;% drop_na(popular.sovereignty_w1, pub_type_w1)

# Create density plots
ps1 &lt;- ggplot(fgz, aes(x = popular.sovereignty_w1, color = pub_type_w1, fill = pub_type_w1)) +
  geom_density(alpha = 0.4) + # Use transparency for overlapping areas
  labs(title = &quot;Wave 1 (2021)&quot;,
       x = &quot;Popular Sovereignty&quot;,
       y = &quot;Density&quot;,
       color = &quot;Employment Type&quot;,
       fill = &quot;Employment Type&quot;) +
  theme_minimal()

print(ps1)</code></pre>
<p><img role="img" 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" width="672" /></p>
<pre class="r"><code>#ggsave(filename = &quot;popsov_w1.jpg&quot;, plot = ps1) </code></pre>
</div>
<div id="density-plot-w3" class="section level2">
<h2>density plot w3</h2>
<pre class="r"><code># density plot w3

table(fgz$pub_type_w3)</code></pre>
<pre><code>## 
## Private employees  Public employees    Civil servants 
##              2109               764               290</code></pre>
<pre class="r"><code># Remove missing values
fgz &lt;- fgz %&gt;% drop_na(popular.sovereignty_w3, pub_type_w3)

# Create density plots
ps2 &lt;- ggplot(fgz, aes(x = popular.sovereignty_w3, color = pub_type_w3, fill = pub_type_w3)) +
  geom_density(alpha = 0.4) + # Use transparency for overlapping areas
  labs(title = &quot;Wave 2 (2023)&quot;,
       x = &quot;Popular Sovereignty&quot;,
       y = &quot;Density&quot;,
       color = &quot;Employment Type&quot;,
       fill = &quot;Employment Type&quot;) +
  theme_minimal()

print(ps2)</code></pre>
<p><img role="img" 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" width="672" /></p>
<pre class="r"><code>#ggsave(filename = &quot;popsov_w3.jpg&quot;, plot = ps2) </code></pre>
</div>
<div id="difference-between-groups-w1-2" class="section level2">
<h2>difference between groups w1</h2>
<pre class="r"><code>#wave 1


aggregate(fgz$popular.sovereignty_w1, by=list(fgz$pub_type_w1), FUN=mean)</code></pre>
<pre><code>##             Group.1    x
## 1 Private employees 3.34
## 2  Public employees 3.13
## 3    Civil servants 2.83</code></pre>
<pre class="r"><code>aggregate(fgz$popular.sovereignty_w1, by=list(fgz$pub_type_w1), FUN=sd)</code></pre>
<pre><code>##             Group.1    x
## 1 Private employees 1.07
## 2  Public employees 1.04
## 3    Civil servants 1.07</code></pre>
<pre class="r"><code>fit_w1p &lt;-aov(fgz$popular.sovereignty_w1 ~ fgz$pub_type_w1)
summary(fit_w1p)</code></pre>
<pre><code>##                   Df Sum Sq Mean Sq F value             Pr(&gt;F)    
## fgz$pub_type_w1    2     77    38.6    34.2 0.0000000000000019 ***
## Residuals       3160   3564     1.1                               
## ---
## Signif. codes:  0 &#39;***&#39; 0.001 &#39;**&#39; 0.01 &#39;*&#39; 0.05 &#39;.&#39; 0.1 &#39; &#39; 1</code></pre>
<pre class="r"><code>plotmeans(fgz$popular.sovereignty_w1 ~ fgz$pub_type_w1)</code></pre>
<p><img role="img" src="data:image/png;base64,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" width="672" /></p>
<pre class="r"><code># which group is different

TukeyHSD(fit_w1p)</code></pre>
<pre><code>##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = fgz$popular.sovereignty_w1 ~ fgz$pub_type_w1)
## 
## $`fgz$pub_type_w1`
##                                      diff    lwr    upr p adj
## Public employees-Private employees -0.213 -0.318 -0.108     0
## Civil servants-Private employees   -0.506 -0.663 -0.348     0
## Civil servants-Public employees    -0.293 -0.466 -0.119     0</code></pre>
<pre class="r"><code>par(las=2)
par(mar=c(5, 8, 4, 2))
plot(TukeyHSD(fit_w1p))</code></pre>
<p><img role="img" src="data:image/png;base64,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" width="672" /></p>
</div>
<div id="difference-between-groups-w3-2" class="section level2">
<h2>difference between groups w3</h2>
<pre class="r"><code>#wave 3


aggregate(fgz$popular.sovereignty_w3, by=list(fgz$pub_type_w3), FUN=mean)</code></pre>
<pre><code>##             Group.1    x
## 1 Private employees 3.42
## 2  Public employees 3.17
## 3    Civil servants 2.89</code></pre>
<pre class="r"><code>aggregate(fgz$popular.sovereignty_w3, by=list(fgz$pub_type_w3), FUN=sd)</code></pre>
<pre><code>##             Group.1    x
## 1 Private employees 1.06
## 2  Public employees 1.04
## 3    Civil servants 1.08</code></pre>
<pre class="r"><code>fit_w3p &lt;-aov(fgz$popular.sovereignty_w3 ~ fgz$pub_type_w3)
summary(fit_w3p)</code></pre>
<pre><code>##                   Df Sum Sq Mean Sq F value              Pr(&gt;F)    
## fgz$pub_type_w3    2     92    45.8    40.9 &lt;0.0000000000000002 ***
## Residuals       3160   3535     1.1                                
## ---
## Signif. codes:  0 &#39;***&#39; 0.001 &#39;**&#39; 0.01 &#39;*&#39; 0.05 &#39;.&#39; 0.1 &#39; &#39; 1</code></pre>
<pre class="r"><code>plotmeans(fgz$popular.sovereignty_w3 ~ fgz$pub_type_w3)</code></pre>
<p><img role="img" src="data:image/png;base64,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" width="672" /></p>
<pre class="r"><code># which group is different

TukeyHSD(fit_w3p)</code></pre>
<pre><code>##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = fgz$popular.sovereignty_w3 ~ fgz$pub_type_w3)
## 
## $`fgz$pub_type_w3`
##                                      diff    lwr    upr p adj
## Public employees-Private employees -0.253 -0.357 -0.148 0.000
## Civil servants-Private employees   -0.527 -0.683 -0.372 0.000
## Civil servants-Public employees    -0.275 -0.446 -0.104 0.001</code></pre>
<pre class="r"><code>par(las=2)
par(mar=c(5, 8, 4, 2))
plot(TukeyHSD(fit_w3p))</code></pre>
<p><img role="img" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAMAAADDuCPrAAAA/FBMVEUAAAAAADoAAGYAOjoAOmYAOpAAZmYAZpAAZrY6AAA6ADo6OgA6Ojo6OmY6OpA6Zjo6ZmY6ZpA6ZrY6kJA6kLY6kNtmAABmOgBmOjpmZjpmZmZmZpBmkJBmkLZmkNtmtrZmtttmtv+QOgCQOjqQZgCQZjqQZmaQkGaQkLaQkNuQtpCQtraQttuQtv+Q29uQ2/+2ZgC2Zjq2kDq2kGa2kJC2kLa2tma2tpC2tra2ttu225C227a229u22/+2/9u2///T09PbkDrbkGbbtmbbtpDbtrbb25Db27bb29vb2//b/7bb/9vb////tmb/25D/27b/29v//7b//9v////JQPIKAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nO3d/2PTSJqgcYWEneQa7hrmAgy9zBJ2mJ3b5gaz3G333DXX6yG90DOYgP3//y+nklRSqVTyl0qc932t5/NDd7AdqSTLD5Ilm2IFAMhSSA8AAKwioACQiYACQCYCCgCZCCgAZCKgAJCJgAJAJgIKAJkIKABkIqAAkImAAkAmAgoAmQgoAGQioACQiYACQCYCCgCZCCgAZCKgAJCJgAJAJgIKAJkIKABkIqAAkImAAkAmAgoAmQgoAGQioACQiYACQCYCCgCZCCgAZCKgAJCJgAJAJgIKAJkIKABkIqAAkImAAkAmAgoAmQgoAGQioACQiYACQCYCCgCZCOiELC+fFEVx9OCn4LZFETqvb3z/jXvYu/ZBXx8VxenoVN9+46Z6/398yh2Xm3xx9Dr68XpubELX0q2bsfHM3GofXbc36uZWiY6VqwIBnY7Pj30nH3Stmw8DunxR/+HoInjQ6Mvl81nzu3cJaCxYNwT0MBHQyQj3Ne+0e5ezYUDbpt75uX7Muh3Q6rVUXK8ChxrQcN0Q0MNEQKei3RvqtdHvbQYBda+Oo9fLWXdEv24HdNH73TyHGtBw3RDQw0RAJ6Iu5cm71fJNmLtuJ6m9dVG/ol1w66Pyte+AVrur7rW0vJFhHtRLc5t1Q0BtI6ATsSjabX4W7IJW+6X91++8Dql7kdQPcjdcxNMLH32Ntz9jB/XS3GbdEFDbCOhEzLsXan0wf9HdfD54ZBhQ98N4BQjoOAJ6+AjoRMy6UtZH86fdzf3dyziga3ZAw/NS9fS+vL1X7eref+a7Matfa8vqjvuvqtuqy6nutQ9JvAdav7VwHj4gGkSwQL0KNUvUf41f/s5dTlTce/AqnMSHl2fVOH4dWWf1mOMHfHjppnUcTGrRDKWanr/8K1o3UXOqNXD8/FMU0MGIkpNeM7p1ixQNIXpofyC9xw4mSkBbBHQa6mg2CZq1e0bVzdErIQrouh3QQUD/2p2pOvp9N7Oj138NLna68pdT+RmnTiJ1Y1w1+8z+vFc479Pu94M3bN1Dw9d4eP7spF3Yq+782cPU8i3fniUe0F0LVpz4hNaVaxerzvq6gLYPPXkXdisxouSkR0e3fpH6Q4gf2l/Hwc5zYqIEtEVAp6EOaLjD1h6eF3f+1e0O3X8VvGaDk0jr3gGNA5q4qLQO6L3u1rv/2b3ym9drKqDh+wzh+w8tX8qVf2w9Ad/VYJqL3vUH/nXfuyoh8TdE//oE/4DUEtbz/Pasf/uagAazPvqmW7TUiJKTHhvdhkUa+zsl+LvUr/DgD6mJEtAWAZ2GYUCr7b/36mh2zvqXMa19BzSKRP9KqaZu/QtNI+ftHOOAhu8z9F7bre7dh6Zq3c8X4TSjCw3CPdXe6FOTj0fa/9zW2K3Vko8HNLp0zM89OaLkpEdGt2mR4tUcPTR8x7bbHU1OlIC2COhEBIfE9Qu42v77r8+j4MSSf7GuPQW/6r/sqnmcvPOHqME5//Lo79fV8t+a6Z78tFq9P+t+MXkd6LzLReoIPjyGn3Uv7mrZ/DsPwTLe+XP505f6Cq6L9neOnn/yl3XFy1ivmbvlwlyetSOpa3Lk3rx9H+/11of09YPDM3TDnbZ5+2h/dHw6OqKRSSdHt2mRgiGkHhpWsdvlT06UgLYI6EQElzE1L0r3UugfkUZ7SEcXm07Br3qRCF5WwQF4XbfucN4/OghkMqDBiaPg7c5ANQ83Lb+T5H5uL8uKSuz3vY+/+/7XaJbJNwjCv3DqhTlfhbvuvTdeF8FiLTYGtF69vT3J/oDDEY1MOjW6jYsUrdt0K7sP8655JAFtEdCJaHaeXvl9p/qVWO8zljc2+xfNa677MpFNO6C9SCx/+eO98LRO91pvcjEP6rLYENDgtHDiUoFV8Cr37xy4n/1Z6zigR6/6vxw2OXg3tb+6fCJm9777/mO7VOfhJIL9+Itgyc8H66abYO/d3foPp6MjSk86ObpNixTvlKfnVQ23/btp5JEEtEVApyJ+N63a/i+f3jtrXuHtx2ZCfgf0y5vyJXX8LLErmr7WMQ5oOI/wEv5BNcNzP/7B1W2J3WC/a+n+f3xWz2823HXyfT3+7i/dNMKLoFKXIgR5H7uxe1s52LvvvdmcDmhvKt1bvekRpSedHN2mRQqGkH5o91Zzt9OefiQBbRHQyUgernf6u1fB71x0DRqrWP/25Yd/+abbcQqv0wlf+BsD2r6eq0cmPmnvD9fdHE6r/wStjQ+Zm4VurqQcnseJ9nC7vbHxZW2XLFyszQHtT8VPZGRE6UmnRrdxkeITdMOH+mP09o3ksUcS0BYBnQ5/LebJv56ltv9wZ6PR7ICG3yoUi6Jy9fbJWe+1NgxoeKJ3XUDb1/O8f287kuZ1Xt14Ma+m3LU2nGZ36WZRn+RKhWH4cax0QE+Hf+ztEAarcZuA9qI1HFF60qnRbVyktQE9b5+ScmbdcfvIIwloi4BOiD8QTx4Bpj5U2OyA1nG6epR60fRey+/Peq+1awa0eT1XL+LBtUftZacXi+pR7sFHr+fJCYUXna9PSHqxejeOBdQ/eA8BHUx6TwH1bzZ37zkT0E0I6ASl37ccBtS/Azor2o4OTuWE06pPRBX3vvvL36L3QLMC2hzDVzcFF4zWTv0kTuu8Vw9+HrW2e41/eftN+Ku9y2JTdj+E3zqg/UnP1o8oPenxQ/h13ykYBTTx0HrXM3jPeeSRBLRFQCeofeVf/fHpvW8Sr/xGU0z3KnKvlnnqtRREoj7hUZ3ujk8iZQW0eT0vuluigFYv75PH9bDcfP4ham3/Nf7xfz2pftXteyfer+jp7aQvjr7900+f0ieR2jcqdwvo+pNI0TjSAY1Ht2mRRk4iDR5x54fgPef0Iwloi4BORNXK4Kqh7pXfi1O4h+le3P46S//ZmsGboEEkghfbzQS0fj3/Ybi31Zt5M6dF8HNvQssPb5/8l/Dzm/4vg3UXuPbWhr+QYO1lTFsHtDfp7jKm9IjSk06ObuN3P429ixCv0HvBU7DmIgsC6hDQiQhec93FRPWNdd2GL5VF0Z1z3SKgg/PP1w5o94HFkR0rf3WAG134czihcBm7zzR1F8dXu3DPfkq+oRG+85q+kL672n3rgIYX0jfvMbbvRwxGNDLp1Og2LlJ8ZVfioYN/4Cr9SALaIqAT0Xx+85X/QGXvo0HvUp/+8zug2x7CN3N43n5k8voBDS+RTwk/g+TPd4RXfXfHq9XHHleXj9sB1Lc+/LRa/jX4UGmn3qF1Hzr9z+5zqc23liQ/yrl1QP2kX3XfyhR8IDUa0cikk6PbtEjxhxRSD/V/ZbUbQvKRBLRFQKeifyF9+LLunMa/UL+OmpNIs2L9SaToQtNwZykzoD6Kowems3hG7QjjQ+bA8EuGUguW/DKReBGDD1VtH9CRLxNJjmhs0qnRbVqkwUdtEw9ttpLuEo3kIwloi4BORviauzs4Zuvd6rQ7oFtfxhSW6l77T4VcJ6A+WKOnRoKP9Tc/h/+SaLoW/jvozhI3Rss/XDXjX2e3fUB7F6Z+2/2bKqkRjU06OboNixQOYeyhzXMY/E2aeiQBbRHQyWiO0p3g23a77+qNvoO32wHd+kL69suGj553n5u+VkDDb/pMqUcWnhs7De9pfvHqZVcA9xbDYMm7G8P1lfxC5cvgC5X9sHYN6GrZDug8/EepEiMam/TIFyqvXaTeEMYeOvxEb+KRBLRFQCfkqvrHKOJ/76H5JyqiW4Md0O0/yrl8f69oPjPfvtivFdD+F9MnBFPvX7PYn9DVv1Rf6Xzcfmt0sORH/RvDdZD8Jz2u/lj/kx4/tbfsHNBy1k+add7/V/0GIxoN6Og/6TG+SPEQkg/tvkdkzUQJaIuAIinYAV2t+zKRPdt4cSMgiYBCMXZ1oBsBhWI3/I8mAzeMgEKn5ap/ySqgEAGFTr1/mQnQiYBCp/bCf3ZAoRcBhU4L+gn9CCh0qq7KP27+CQ5AJwIKAJkIKABkIqAAkImAAkAmAgoAmQgoAGQioACQiYACQCYCCgCZCCgAZCKgAJCJgAJAJgIKAJkIKABkIqAAkImAAkAmAgoAmQgoAGQioACQiYACQCYCCgCZCCgAZCKgAJCJgAJAJgIKAJkIKABkIqAAkImAAkAmAgoAmQgoAGQioACQiYACQCYCCgCZCCgAZCKgAJCJgAJAJgIKAJkIKABkIqAAkImAAkAmAgoAmQgoAGQioACQiYACQCYCCgCZCCgAZCKgAJCJgAJAJgIKAJkIKABkIqAAkImAAkAmAgoAmQgoAGQioACQiYACQCYCCgCZCCgAZCKgAJCJgAJAJgIKAJkIKABkIqAAkImAAkAmAgoAmQgoAGQioACQiYACQCYCCgCZCCgAZCKgAJCJgAJAJgIKAJkIKABkIqAAkImAAkAmArq7AoBZNxuDG53aJEg//wCu40ZrcJMTm4Yb/isMB0H9VsEA9zIf7WtVIfVbIgSo3yoY4F7mo32tKqR+S4QA9VsFA9zLfLSvVYXUb4kQoH6rYIB7mY/2taqQ+i0RAtRvFQxwL/PRvlYVUr8lQoD6rYIB7mU+2teqQuq3RAhQv1UwwL3MR/taVUj9lggB6rcKBriX+Whfqwqp3xIhQP1WwQD3Mh/ta1Uh9VsiBKjfKhjgXuajfa0qpH5LhAD1WwUD3Mt8tK9VhdRviRCgfqtggHuZTzSxefeJ+6N7z36NH718Udz5eavpXr26keGlbT+MfVC/JUKA+q2CAe5lPuMBdQ39ffTobcu1fFOc39QIU5MnoFBG/VbBAPcyn7UBLYqL/t3blmtREFBMivqtggHuZT7DgPpmLt+fFbmdIqCYGPVbBQPcy3zGA7pafT4b7IJuiYBiYtRvFQxwL/NZF9DVrChOs6ZKQDEx6rcKBriX+awN6LwO6Ky4++nym6K4/64uV/Cgcif17qfy/1/e3nMnne5X594X4Ruoy/funvuvPg1m3b/n66NySsv35WxO3ESWb8vd3+Pnfianq6sn5fQf1tcFdAFdXj7ppuEHs+oKPph7fEP95+PhBQdrVpn2LREC1G8VDHAv89kyoO+rk/Kv63JVQes9vjv35AoWBtS9DVA5eRfNObrHBfTvL+pbzldXj+ufTptHnjaPPnrtbmgD6h9WT6O8ub7fDbn6aTD3+Ib2zzvsMavfEiFA/VbBAPcyn02H8OfV/47P6prV5Qp2AOufwnP3572AdoGKD7rje1xA/+Avn/rzi/AygPKhv/E3VF30Ayh/pzeNue9gtTubmHtipq2t3+1VvyVCgPqtggHuZT7bnESauT3Lao+tC+aFf8RpnaHq4PrD43oXtD2Cdve4I/LqjH7v7dTBPVXLTn4q9yof+T3Ey+auKnvuBv9YH9ByYEfPPtWH+80D62P4ev7JefRumNezXF29KNqj/3gFJVxvleMQpbYT7Oa2nqkbnVr/j0FAP745a6oya+vSlKs9hp9VD1+0cSzvqMrmA7pof7Nslz+8XiXvcXFr69f95Hck7/p3Od1ju2E00/Q/zZo9zXn1x8E8BjfM/OKOn5ZKPdH/AURuNzWH6baeqV0Cucn6C+nrPs3adwibzpT/q0JUZqifHX+DD+isq2Z0Yn5wjwvohZ9Ic18zuS6UzVC6HeHTVXi7m9TFqh3fYB6DG+Z+13qnVcYeKAbUbxUMcC/zWf9Rzjo37X5au6NW7+FFUfzyyx/9pffNHc1bkZXgzFPyni7Gg5/6Z9dP22HMelcDNMfozaH8eWIew5lW79Yeffun9NH72CrTviVCgPqtggHuZT5FdyLFNTEI6HF7rU+34+YDWhequ2N5+cSfnokCGgreZRzesz6gvr31j+25rHaH0jd21uya+jcFevNIDGfml32H65jUb4kQoH6rYIB7mc8woMOz0cOA1sfI7R5dcHK7F9Dw9n5Ah/dsHdDysfHFAN3eZnUM3xzBD+aRGE51/qm29XVM6rdECFC/VTDAvcwnL6D1Pl54rt3tsX73/d8exQEdObc9vOdm9kCrY/hm/3gwj/RwLl/uWFD1WyIEqN8qGOBe5lP0i7JtQMsWXbS3z9vr0qOTSIOTTK3hPdd7D7S9EMAdwzfv0I6e4hr48sPLYvQ6pgH1WyIEqN8qGOBe5lP0i7JtQMsfTv1hc7AnuOgfwpf3jFyfPrxnfUB9+Opmjp6Fd491V+H7cfXnkbrBT3i89QPqt0QIUL9VMMC9zCczoOUD7/y7/7R7G1B3DXzvMqZycnfetVMOj5EH96wPaFPKJqWj14FWd/32UTOnwTwGN3QXaBFQXIv6rYIB7mU+az/K2UgFtDoh0/w8qw/h6xMy/vom/5ZkcfS8/OnLm6J7w3KVumdDQIsH77oPEKU+ieQPwOfF8Vl3GelgHv0b3GVM7Weotv3iKfVbIgSo3yoY4F7mkxtQdzjsk+M/+96eimpOgF/07+qfpInvWR/Q495VUmOfhV+two8tJeY+uGFWDKewcZVp3xIhQP1WwQD3Mp/cgFZXjPqHvvHxfPai/ShQk6jF6GVC0T0bzsI36Tvx78Cmvo3JD7Gb1WDu8Q3L9ltLTsL94/WrTPuWCAHqtwoGuJf5ZAc0OLOzWlXfynlcHk37s+FLd1r7YfXT27Ev3Ozfs+kyps+P2+8HTXwfaHK0qbkPbvjw8qxIf1/pGPVbIgSo3yoY4F7mo32tOv1PgW4Qfl5zP9RviRCgfqtggHuZj/a16uwU0PkOnynKo35LhAD1WwUD3Mt8tK9VZ5eAXp5tfzYok/otEQLUbxUMcC/z0b5Wna0Dukierbpp6rdECFC/VTDAvcxH+1p1tg5odfXUnt8BNbAlQoD6rYIB7mU+2teqs3VAvz4uiof77qf+LREC1G8VDHAv89G+VhVSvyVCgPqtggHuZT7a16pC6rdECFC/VTDAvcxH+1pVSP2WCAHqtwoGuJf5aF+rCqnfEiFA/VbBAPcyH+1rVSH1WyIEqN8qGOBe5qN9rSqkfkuEAPVbBQPcy3y0r1WF1G+JEKB+q2CAe5mP9rWqkPotEQLUbxUMcC/z0b5WFVK/JUKA+q2CAe5lPtrXqkLqt0QIUL9VMMC9zEf7WlVI/ZYIYBQBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIVt8QRMrLHTWtxpLe3hIaDCCGhsWos7raU9PARUGAGNTWtxp7W0h4eACiOgsWkt7rSW9vAQUGEENDatxZ3W0h4eAiqMgMamtbjTWtrDQ0CFEdDYtBZ3Wkt7eAioMAIam9biTmtpDw8BFUZAY9Na3Gkt7eEhoMIIaGxaizutpT08BFQYAY1Na3GntbSHh4AKI6CxaS3utJb28BBQYQQ0Nq3FndbSHh4CKoyAxqa1uNNa2sNDQIUR0Ni0FndaS3t4CKgwAhqb1uJOa2kPDwEVRkBj01rcaS3t4SGgwghobFqLO62lPTx7Dei8aB3de/Zr/Ojli+LOz1tN9+rVjQwvbfth7AMBjU1rcae1tIfntgLqGvr76NHblmv5pji/qRGmJk9AVZnW4k5raQ/PLQa0KC76d29brkVBQCdkWos7raU9PPsOqG/m8v1ZkdspAnoL49BjWos7raU9PLcV0NXq89lgF3RLBPQWxqHHtBZ3Wkt7eG4voKtZUZxmTZWA3sI49JjW4k5raQ/PLQZ0Xgd0Vtz9dPlNUdx/V5creFC5k3r3U/n/L2/vuZNO96tz74vwDdTle3fP/VefBrPu3/P1UTml5ftyNiduIsu35e7v8XM/k9PV1ZNy+g/r6wK6gC4vn3TT8INZdQUfzD2+of7z8fCCgzWrjIBGprW401rawyMS0PfVSfnXdbmqoPUe3517cgULA+reBqicvIvmHN3jAvr3F/Ut56urx/VPp80jT5tHH712N7QB9Q+rp1HeXN/vhlz9NJh7fEP75x32mAlobFqLO62lPTy3ewh/Xv3v+KyuWV2uYAew/ik8d3/eC2gXqPigO77HBfQP/vKpP78ILwMoH/obf0PVRT+A8nd605j7Dla7s4m5J2ba2vrdXgIam9biTmtpD8/tn0SauT3Lao+tC+aFf8RpnaHq4PrD43oXtD2Cdve4I/LqjH7v7dTBPVXLTn4q9yof+T3Ey+auKnvuBv9YH9ByYEfPPtWH+80D62P4ev7JefRumNezXF29KNqj/3gFJWxeqzhkG59/KHZbAf345qypyqytS1Ou9hh+Vj180caxvKMqmw/oov3Nsl3+8HqVvMfFra1f95Pfkbzr3+V0j+2G0UzT/zRr9jTn1R8H8xjcMPOLO35aKvUC+o9Nbvf1jFu28fmHYrd5IX3dp1n7DmHTmfJ/VYjKDPWz42/wAZ111YxOzA/ucQG98BNp7msm14WyGUq3I3y6Cm93k7pYteMbzGNww9zvWu+0yjiEj0xrcae1tIfnNj/KWeem3U9rd9TqPbwoil9++aO/9L65o3krshKceUre08V48FP/7PppO4xZ72qA5hi9OZQ/T8xjONPq3dqjb/+UPnofW2UENDKtxZ3W0h6emw5oeyLFNTEI6HF7rU+34+YDWhequ2N5+cSfnokCGgreZRzesz6gvr31j+25rHaH0jd21uya+jcFevNIDGfml32H65gIaGxaizutpT08+w7o8Gz0MKD1MXK7Rxec3O4FNLy9H9DhPVsHtHxsfDFAt7dZHcM3R/CDeSSGU51/qm19HRMBjU1rcae1tIdHQ0DrfbzwXLvbY/3u+789igM6cm57eM/N7IFWx/DN/vFgHunhXL7csaAENDatxZ3W0h6eGw5ovyjbBrRs0UV7+7y9Lj06iTQ4ydQa3nO990DbCwHcMXzzDu3oKa6BLz+8LEavYxogoLFpLe60lvbw3HBA+0XZNqDlD6f+sDnYE1z0D+HLe0auTx/esz6gPnx1M0fPwrvHuqvw/bj680jd4Cc83voBAhqb1uJOa2kPj4qAlg+88+/+0+5tQN018L3LmMrJ3XnXTjk8Rh7csz6gTSmblI5eB1rd9dtHzZwG8xjc0F2gRUCvYVqLO62lPTy3+FHORiqg1QmZ5udZfQhfn5Dx1zf5tySLo+flT1/eFN0blv9fUWoAACAASURBVKvUPRsCWjx4132AKPVJJH8APi+Oz7rLSAfz6N/gLmNqP0O17RdPEdDYtBZ3Wkt7eHQE1B0O++T4z763p6KaE+AX/bv6J2nie9YH9Lh3ldTYZ+FXq/BjS4m5D26YFcMpbFxlBDQyrcWd1tIeHh0Bra4Y9Q994+P57EX7UaAmUYvRy4SiezachW/Sd+LfgU19G5MfYjerwdzjG5btt5achPvH61cZAY1Ma3GntbSHR0lAgzM7q1X1rZzH5dG0Pxu+dKe1H1Y/vR37ws3+PZsuY/r8uP1+0MT3gSZHm5r74IYPL8+K9PeVjiGgsWkt7rSW9vBM79+F738KdIPw85r7QUBj01rcaS3t4SGga813+ExRHgIam9biTmtpDw8BXefybPuzQZkIaGxaizutpT08BHTUInm26qYR0Ni0FndaS3t4COi6B27/icxsBDQ2rcWd1tIeHgI66uvjoni4734S0IFpLe60lvbwTC+gyhDQ2LQWd1pLe3gIqDACGpvW4k5raQ8PARVGQGPTWtxpLe3hIaDCCGhsWos7raU9PARUGAGNTWtxp7W0h4eACiOgsWkt7rSW9vAQUGEENDatxZ3W0h4eAiqMgMamtbjTWtrDQ0CFEdDYtBZ3Wkt7eAioMAIam9biTmtpDw8BFUZAY9Na3Gkt7eEhoMJ4AQF2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6CAXQRUGAEF7CKgwggoYBcBFUZAAbsIqDACCthFQIURUMAuAiqMgAJ2EVBhBBSwi4AKI6Cq8HRUWA3ONmuBgApjU1WFp6PCanAIqAFsqqrwdFRYDQ4BNYBNVRWejgqrwSGgBrCpqsLTUWE1OATUADZVVXg6KqwGh4AawKaqCk9HhdXgEFAD2FRV4emosBocAmoAm6oqPB0VVoNDQA1gU1WFp6PCanAIqAFsqqrwdFRYDQ4BNYBNVRWejgqrwSGgBrCpqsLTUWE1OATUADZVVXg6KqwGh4AawKaqCk9HhdXgEFAD2FRV4emosBocAmoAm6oqPB0VVoNDQA1gU1WFp6PCanAIqAFsqqrwdFRYDY6mgM6L1tG9Z7+OPOrzWXHau2H5orjzc/u//djrxDdiU1WFp6PCanCUBtQ19PfpRxFQyOLpqLAaHL0BLYqL5KMIKGTxdFRYDY6ygPpmLt+fFSPJGgvoXhFQtHg6KqwGR2lAq06md0EJKGTxdFRYDY7agK5mRRTKBgGFLJ6OCqvBEQjo+3tFURwnzrL3AzqvAlqW6+h1fUNZzrufmoBePXGT+FTdPngPdPn+m6I4evBuMINlNev7r+rf+/qonF712JNX7s635T7v8XM/q3oeRw9/Defhfrp80k2jGZKzKIrz4TwSNyxHl398lbGpasLTUWE1OAIB9c7je7YPqDu+dyfqq3vigH5+3JzGj98BaH6rDGbVVhfQv7/wY7lqfuu0eWRyHqv2YfU0gtHN6p+ieQxvaP88XP41q2zrh2L/eDoqrAZHMKCDtzgHh/DnIwH9h0f+Uid3VxTQr/7O9hdX7e97/oF3/+Af+ucX4ajKh/7mRWIewcTrP899B6vd2eE8UjPdcJVBcpXtsH6xbzwdFVaDIxDQk5/K/16Vfbr7qX9P6iRSMqD17pw7Ue/2F6OAluE9el7vKvbeK3XpcsfqS/97VcvcYK4e+T3Ey+ausXlUE3/2qT7cP10Fx/D1EXxyHr0b5sX48vsVlHDttY6bk3qCMFnbbDA3uvnVkUyclgkC+vHNWR2YdEDv+ncg3X39gJbJqn+h/aGxaIvV3OPi1tav+2ndPJo/dbeXRa2XYl79cTCPwQ2zYnz5/QpK+A/ocbuvTyi3zQazeybHFXeHZ3dq0YX0/th5GNDufcfmKD8I6KLd8ey/I+DfpHS63cX6AV1ry5/6oezPY97t1da3u0ld1MN0YxvMY3BDOYXR5R9fZeyBasLTUWE1OCLvgR59+6fU0et82M90QIMz36dxQOcj7y02b1L6KZ22sVwlfhqbx6ybeHM1VfkLzaH8eWIew5kuivHlX7PKdnk09oyno8JqcMROIh1V1/F8DU8HBQE99pf9jFzG1N4yCOgsPnfUCM/eFNWB9fqApuYRDKZt7KzJtn9ToDeP4Uxdg4Pl33aV7bB+sW88HRVWgyMQ0PA6njigg53HTQEtb9kuoMHp8F0D2s4jfN/S71xWx/DNEfxgHsOZ1uef2uXfcpWxqWrC01FhNTgSn0S6fNkW5NoB3XoPNDgqb9zMHmh1DF8fwQ/nMZypEyz/dthUVeHpqLAaHKGPcn754WUxuI5n64BmvgcanfW+3nug7ckqdwxfH8EP5zGcaSO5/KPYVFXh6aiwGhyBgDZFGcYl2b5uj3LeXmLkf2/mLxVNnoXvf2i+vDua+vqAJucxPAvvHuuuwq9aOJhH6oY7o8s/ik1VFZ6OCqvBEQhoc+C6dUCbZl096q7RrG9ZFInrQLsrkGb9Y+Ry6nfetT+ebwpoM48mpaPXgVZ3/fZRM6fBPAY3dIMioFbxdFRYDY7EWfjqCzo+xJ8UGgmoOzX/8FP9UZ7uTM2DX7tPA6U/ibR8E32hqHu79eh5OYEvbwp/znxdQIsH77oPEKU+ieQPwOfF8Vl3GelgHv0b3GVMY8u/ZpVt+UDcBp6OCqvBkfws/JpPInW6K4H+qf24eftZ+GoKo5+Fj07SLILz4eerTQE9PkvMY/BZeOdzENN4HsMbZsVwCptX2ZYPxG3g6aiwGhzBgJ7EZ8vT538WTcnOu+/r8N+UVH/BUfxtTO0XJsUnuRf9C4g2nIVv0nfyczCP+NuYVs193awW8UVK8Q3L9ltLBsu/ZpVt+0jcAp6OCqvBEQjoh5euKcE3ZnojJ9C/uM/F338VfOHRadWx9d8HWtxPfB/o2/CrODddxuS+Fq/5ftDE94EGk+1dOdWfR+qG0eUfxaaqCk9HhdXgaPpGej0G33q/Tvh5zf1gU1WFp6PCanAIaMpOAZ3v8t3IWdhUVeHpqLAaHAKasktAL8+2PxuUiU1VFZ6OCqvBIaApWwd0kTxbddPYVFXh6aiwGhwCmrJ1QD/7q1P3ik1VFZ6OCqvBIaApWwf06+PqMv89Y1NVhaejwmpwCKgBbKqq8HRUWA0OATWATVUVno4Kq8EhoAYUAAy70Rrc5MSmQfrpB3AdN1qDm5zYtOg9aGJkO1M7ML0jUzuwWx2Z2pWgHxvQ7tSOTO3A9I5M7cAIqA1sQLtTOzK1A9M7MrUDI6A2sAHtTu3I1A5M78jUDoyA2sAGtDu1I1M7ML0jUzswAmoDG9Du1I5M7cD0jkztwAioDWxAu1M7MrUD0zsytQMjoDawAe1O7cjUDkzvyNQOjIDawAa0O7UjUzswvSNTOzACagMb0O7UjkztwPSOTO3ACKgNbEC7UzsytQPTOzK1AyOgNrAB7U7tyNQOTO/I1A6MgNrABrQ7tSNTOzC9I1M7MAJqAxvQ7tSOTO3A9I5M7cAIqA1sQLtTOzK1A9M7MrUDI6A2sAHtTu3I1A5M78jUDoyA2sAGtDu1I1M7ML0jUzswAmoDG9Du1I5M7cD0jkztwAioDWxAu1M7MrUD0zsytQMjoDawAe1O7cjUDkzvyNQOjIACgAUEFAAyEVAAyERAASATAQWATAQUADIRUADIREABIBMBBYBMBBQAMhFQAMhEQAEgEwEFgEwEFAAyEVAAyERAASATAQWATAQUADIRUADIREB3tPzlx3fSY9jGl19+/OmT9CBSyhX4l1+lB5HmhqZyna0+qF1nU0dAd/T1UVGcSw9i1Icnd34u/7d8e1Y4J6+kB1T78tG//C8fVwM7eqgxVOVzW60+NT5Wa6l5NrU8mW5AT+59+6fuGVS33m4RAd2RC2ih8uVfbtgvi2pLXr4oPBUjbV9gyzftwI4upEc1pCsEVy9dNV+vVrP2yZQeUu2v9d/OR8/8tqVrvd0uArqjKqDFkZq9gUDVzXJLrv5/9PTpU7ehn0qPahW8wFwKjr59+vSJW4caCvrlY+hDOc6fyv+rOFr+3GTq9aL87/36yVRx6DNv/xK82xSUgGJr5cZy9Lty43mg751Q90r775/q/1cvteW/uReg9LC6F9ii3SW+elFoeM3VfxsOKBhZPbR735T7oI/r59DtvWt4Ml3YT159/OjeVzipVxQBxdaqjcUdxOh7G2/WdHPW7XfOVOyC+hdYMBq3lyy/P6U4oOV+3p13zX5ova+uY5W5gdV7nlePfUF1BFTmySSgO6o3FrfxlAlVcaznuX3j18H/nfL1d1e+880LzBWgPW5fFBpG9v6sfrOj9ruz6g2Gp9/JD6xdV/NuPalYZcGT6H6sBkRAsTUfg/rM6H1F74X6zTjcnNVs2m4UvcHoGFn1XsKJfzdGyZicdijlX4Gn8W2SwkG4gp6ulAys3iUmoNoFZ5Trd/nvf69kP9SPrNysCej2/lrudv6+/lHNmIKhlD+oDai/pk/FwFYyb3IQ0B0FG4u/2rIoju9rOuqbdYfwKo76gvdAu7Mg5Z6VihddveNyt9oJ1RKCVfA+zPKf7/3X5hlUscr666gcUjlMNeut9ybR7SCgO+pvLB9eKjvv4IbRHfUpOe/gavDnVZXzdjQ60l6pLlZ4vlIV0PaMYGCu4Yxg1KiFO9elZ73d/kgI6I4GT9GHt0+UBNQdUFXv5839ZUxKrnyp394//sef/tAOR9cHuj6XO6EPPqkK6GLw1F3pWGVRxt3f2v9Xz3pb3PY6IqA7Sr7Ilh8/atibWpxV78l+/FjuUp08++Gllmuvw/Oj9du07jowLa85p/qr5pWmgFafhviv3VZVvV+kYZ/dXVj1IHjb/42aIzAnPAFwKwjojjS9yAY+nxURDf0sLcv99LPuleaKqmHXOOAuaPpWw5uM3tfHvSzpWWXzqJdvNAV09fnp0/95m/MjoDtSHdDgvFZFz/dPOFVFfUBPtH2S6+qFqhBUz2U/oFpW2fvo75n3yg4nbhUB3dHyjxqus17jyw9Pn9wr3f/ue7XjXP5vJS3o0fa+Qo+mVba87L8Elm/O1K63fSOgQONK+1+OUIeAAkAmAgoAmQgoAGQioDdA75l5RrYztQPTOzK1A7uFkRHQGzDlDSiX2pGpHZjekakdGAG1YcobUC61I1M7ML0jUzswAmrEFx3/jE4CI9uZ2oHpHZnage1/ZAQUADIRUADIREABIBMBzbT8+MuPP/74FxVfY9fHyHamdmB6R6Z2YLc8MgKao/0ieufBT9LDCTCynakdmN6RqR3Y7Y+MgO5u8K//naj4nsYVI8ugdmB6R6Z2YBIjI6A7q773vbjX/Fvi37g/HN3yv2Q1gpHtTO3A9I5M7cBERkZAd1V9NXj4RcWXWr5GkpHtTO3A9I5M7cBkRkZAdzUfPCla/oE0RrYztQPTOzK1A5MZGQHdUeqfntbxT/Qysp2pHZjekakdmNDICOiOUp+u1fFZYEa2M7UD0zsytQMTGhkB3REb0O7UjkztwPSOTO3ACKgN5YHC4F+XVXMIw8h2o3ZgekemdmBCIyOgu5oNnhP35sup0GhCjGxnagemd2RqByYzMgK6q89n5fMU/hOz7h8UH/zVJ4GR7UztwPSOTO3AZEZGQHc2ry7Qffr9j84P9fW6Gq7iYGQZ1A5M78jUDkxkZAR0d+/Pog+MHT2XHlKDke1M7cD0jkztwCRGRkAzLN+GT9TRM/k30D1GtjO1A9M7MrUDExgZAc2z/PDj26dPnz778Sc9W0+Nke1M7cD0jkztwG57ZAQUADIRUADIRECv4+uTe/flP4KRwsh2pnZgekemdmC3NzICeh06PsOWwsh2pnZgekemdmC3NzICeh1sQLtTOzK1A9M7MrUDI6A2sAHtTu3I1A5M78jUDoyA2sAGtDu1I1M7ML0jUzswAmoDG9Du1I5M7cD0jkztwAioDWxAu1M7MrUD0zsytQMjoDawAe1O7cjUDkzvyNQOjIDawAa0O7UjUzswvSNTOzACCgDqEVAAyERAASATAQWATAQUADIRUADIREABIBMBBYBMBBQAMhFQAMhEQAEgEwEFgEwEFAAyEVAAyERAASATAQWATAQUADIRUADIREABIBMBBYBMBBQAMhFQAMhEQAEgEwEFgEwEFAAyEVAAyERAASATAQWATAQUADIRUECj5Ys7P0uPARsR0EMxL1rHD175W5cviuZ1uHz7TVEcPez9JKMbk5U55/xeYi1vv+KXl0/cE3n/1eaHNj6fFaebH3W1/QSzVUM/fvZp/3PSgIAeiiCgpZPX9a3tS7/8wTkNfxIyiYAm1vL2K/7zY/883t22Q9sEdPmmON9yctmahSz/orjY96xUIKCHoh9Qv/22L/1FffN5+JOQSQQ0sZa3XvFlDFvbFnSbgC72/6y3/SxNoqAE9FDM21fH8sNLV9DX8d3Na3G+w37NgbnFgCbW8tYrflY+e8/+/uLO/3t7tnWGlAR07oZeLuR/Pp7IVkZAD8U8fHW4fZj+9jtvX4rziewbJNxuQOO1vO2K//rI/e1XnURabJ0hHQEtV1TzF3e9EIePgB6KXkCrw8WL6G4CaiOgZQvLalYB3X7GOgIajGIimxkBPRT9gLrDQLcp16/Acnegef+t+8k9aPn+XnWu95P/nbufLr8pb3g3uK+aTn0W+cE7P4/l+/jPvck1fz5+9mt/pE0VkpOslaO8+6ma+ok7bbx0h7LHz8dms/ry1t1w1JyzXjPd4JqEcBrBa72OV3Lp1yzRyp83b36hv5ZXw5uuqge/q5az976h+3MQ0G5Up9XvHD381Q/I7981I24fMnr+e+HfmvTLuGqSOph6ah33zYY7muVPp/2HEFAYMh+csWgrNRbQ9mTFSR2aMqDvi+bt0+g+N53/429qXhj+XLE/3xpPrjsX0t/vCQIaT7LhwvL3F/53r5r5nKZnE5w+q9s3Pt02hP1pDPebEkv/85olWrVjrH9hU0D9iH+bDGhwCL9qF/m0mXedq3RAew8ZaAMa/HIVwsSvDtZxpN3YuiOdRX9llwsxietYCeihiALa7BqsC2hwsrfe1mfF8VlTqvi+3ou8fpm1k2r+HP9Kd3/UsS6g8SSDwd/9g7/nzy96UxmMOrz84Dw91GjO8TSCHdP6p8TSu/+PLlF4T++B6YAuusmkAlqfifl7P6C/aS8Per0aCeg/PAofMtAGtNtU6j3gwdSH6zjW/pXjVn790yx86HKH01+2EdBDEQXUvSovgjYM3wN1L2l3hLx8f9a8CGbuBfwueV/1Ij96/sldS9jMyJ0rfl7ve52mfqWcz8lP5f+vXkRnQsKA9ifpVbVxv3xVNcHtBl2ejczG3VAden5oTvyumW4Qwnio9cqpw5Baevd7o0tUnzf/VHejLcvYe6DV5MtFclPvTWfe/9vq6M/+jipo/leaAQ0D2n9Ign8PtD2GX3R/kYa/OtwyYn6zqkZaTatucbs26m1jAgjoodg5oN0ZXv9G1qy9ZXCfm1yzhzFvX2Xtnqj7YfAr7Ztg8ZmQIKD9SbbcK7h9iXc/uR8Gs1mEx/YbptvMeTCNdoeqHnNq6d3vjS5R+ftNz9qf1gS0vZwpulZi0e47ViF27ndvhrS/0gwoEdDeQxLak0izdqPw79b0fnW4ZQzUv+nuf1r/VP5qu/lVAT1+PoWrmAjowdg5oLPutdG8smbtJAb3uck19zWv2C5c9QQHvzL3u7OxIKD9SbZcQC/8T91Jijpi8ajD39ow3TaEw6Xzu1Fj9zd7oOklCkLt1+GagM7Cp6Ib3yI86q3OoDkPm+Xo3rVsBjQMaP8hCYvgncuLVbvYg19ds469ppeL6u3mi1Vb1Grs/3zvSbxzfbAI6KHYNaDhMVezBzYLshXdN3zFRoUY/kr1ntvRt38avIy6gEaTDCfW7OHFPyVGXfvyyx/Pik3Tbd8RjqfRvPzrXCSXvtlzTS9RcMbZD2o8oMHplXB8bj+w/wQe/Tf/Nmr/vHny6Rg8JGERvPd5umorGP/q6DoONI+ZF3f/9qgZUL+X/p2dQ0dAD8UwoMHBZzqgIbf5hxenRPcNX7Gz/sFdcnLNiYnoqp9rBjSejbuCyJ/02Dag8TSalNTLlFz6ahQjSxTMsZ3l2oD6QfV/jN9uuPOzexe39xbD+N9ng4ckLIIjjHqP2h999341tY4HqimUwzivLn7rHcG3CzSFK+kJ6KFYdxZ+lQho+IHrOKDD+zYGNDG59p289KmcrIAmZhPetFVAU0N90Vw/FE+wH9CRJQrfEvVNHA9oMKguoMvBean6MqaZP80TJC75dAwektAFtDqG93uN8a8m1k9yWhdu/Bd1hhfDWs7H3kk4KAT0UAyvA23KMB7Q+KURBjS6b5uAJl5ply/He5Mb0Gg29f7S8f3vvv/bo60DOhhqU4H4kLY/4rEluoE90NnggqE6oHXcbnwPtDqG93uN8a+OBjhUTuHcvQVarc6L/kVM8dwOGQE9FOs+ibRKH8LH23x4CD94OW9+DzR9yeCXH15GuzHXPISPZjNvr/b+umVAU0NtKuBPLQ+XPrhluETBe6D+Dcjd3gOdhxdvzpp3r3sBvdH3QOsjcH/eJ/Ee6OZr4Kvd11mz334afwwpmtsBI6CHYvBZeH/F9UhAm7NMoTagw/uGr9je5UOnw18JohO9Iq8T0NRs/FQWWx7CJ5bc3Xbq9weTS9//YHq0RDudhQ8m78/C97+5YN40sjnxf95eoNVM/2IV7v/P2zcyoocMBUn7fOY+oNBevNT71dT6GZpXH3Go3zl2H2DzV2iFFzNN4FJ6AnooBt/GVL2k11zG5C7bftf73d6rsn/fuutmZv6qpf6vzMIDxpsK6GA23VTcRfdbBTSx5O6HO//uV1Fq6bs3JBNLlHkdqL/cNToBX0+jCujn+tKm9ulsYzfzN1wF06hvWaz7MKefTblEv33U/Gkw9dT6GSgf+4/tFUy/6z4iG25CE/gsJwE9FOnvA93wSST3gZ3Vl+ZcbxDQwX2JKjWfRHJniv3He3q/4nar2o8IRd/Mnh/QwWxm9SF8fX5nZKjRnIdL3pw56mY1WHp/GVNyiXqfRGoPyjd9EumyuVjS/fl8MDX3faDvz4LzZA/eBR8Nch+hfPipviF4yK/hLJUVsgAAAvRJREFUh6EGwi/HmxfHZ+Gih1NPrZ+B6kNId9oPxp62N1a/efUyPnV4oAjooYi/kb49GB8LaO8j2c2HM8MLqHv3JaoUXO1yPjK51sgnkTICOphN+OctAzocatMDH57E0vcuY4qXKP4s/GptQOPPwgdTLdqi9p7HcjmOwyu1whn+U3vpQPtZ+LE9v/r0evuhVb9uhlNPrJ+heVEEG0KzsFfB0KdwGSgBPRj9gPpv0VkX0OqzL+GrJDyxHt2XqlL7DUTn6ckt2y/JOOntxVwvoIPZvPGpedZ+dmBTQAfTaNZfm7zh0t8JPqQ+WKL425hW6wMafRvTIKDd1LrTPKdN1E5+7o/wvLv2yn+l0sg3KPnhd09O93mtsamv24tcBNtN1+xu6A+n8EEkAnowgoDe++4nf+vagJbHe72vt+xdmdS/L1ml+vOG99+lf6X04aV7IcbfKnnNgA5m0/4zkGNnqOM5p4YankpJLX1zX3qJVqv2+0D9n9d/oXLzfaD1OfZhQMtl+p2bz71n7T7iafXtgd2XopaH12fV/IKAVvVa9+9hLt2BdfOvgs7CtTSY+nD9DHSft+19IrV5OuKvYj1UBBSQMnrF5sqfhd/8uEzB1ah7mPp0EFDgdnXX94x+7cdq7wENTq8T0GsgoMDtcifZ3aH+lzfrrvTZb0AvgzcsCOg1EFDgdoWfNd/uSp/dE9e7NqF2Ed3ZznrT1NdOa+oIKHDL3m9xjrvnhgP6uf9tnQT0GggocNu+uH8zdP057p4bDujXx72LjAjoNRBQAMhEQAEgEwEFgEwEFAAyEVAAyERAASATAQWATAQUADIRUADIREABIBMBBYBMBBQAMhFQAMhEQAEgEwEFgEwEFAAyEVAAyERAASATAQWATAQUADIRUADIREABIBMBBYBMBBQAMhFQAMhEQAEgEwEFgEwEFAAyEVAAyERAASATAQWATAQUADIRUADIREABIBMBBYBMBBQAMhFQAMhEQAEgEwEFgEwEFAAy/X8LevoXwxE5YQAAAABJRU5ErkJggg==" width="672" />
#Homogeneity ##Density plot</p>
<pre class="r"><code># density plot w1

table(fgz$pub_type_w1)</code></pre>
<pre><code>## 
## Private employees  Public employees    Civil servants 
##              2116               765               282</code></pre>
<pre class="r"><code># Remove missing values
fgz &lt;- fgz %&gt;% drop_na(homogeneity_w1, pub_type_w1)

# Create density plots
h1 &lt;-ggplot(fgz, aes(x = homogeneity_w1, color = pub_type_w1, fill = pub_type_w1)) +
  geom_density(alpha = 0.4) + # Use transparency for overlapping areas
  labs(title = &quot;Wave 1 (2021)&quot;,
       x = &quot;Homogeneity&quot;,
       y = &quot;Density&quot;,
       color = &quot;Employment Type&quot;,
       fill = &quot;Employment Type&quot;) +
  theme_minimal()

print(h1)</code></pre>
<p><img role="img" 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" width="672" /></p>
<pre class="r"><code>#ggsave(filename = &quot;homog_w1.jpg&quot;, plot = h1) </code></pre>
</div>
<div id="density-plot-w3-1" class="section level2">
<h2>density plot w3</h2>
<pre class="r"><code># density plot w3

table(fgz$pub_type_w3)</code></pre>
<pre><code>## 
## Private employees  Public employees    Civil servants 
##              2109               764               290</code></pre>
<pre class="r"><code># Remove missing values
fgz &lt;- fgz %&gt;% drop_na(homogeneity_w3, pub_type_w3)

# Create density plots
h2 &lt;- ggplot(fgz, aes(x = homogeneity_w3, color = pub_type_w3, fill = pub_type_w3)) +
  geom_density(alpha = 0.4) + # Use transparency for overlapping areas
  labs(title = &quot;Wave 2 (2023)&quot;,
       x = &quot;Homogeneity&quot;,
       y = &quot;Density&quot;,
       color = &quot;Employment Type&quot;,
       fill = &quot;Employment Type&quot;) +
  theme_minimal()

print(h2)</code></pre>
<p><img role="img" 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" width="672" /></p>
<pre class="r"><code>#ggsave(filename = &quot;homog_w2.jpg&quot;, plot = h2) </code></pre>
</div>
<div id="difference-between-groups-w1-3" class="section level2">
<h2>difference between groups w1</h2>
<pre class="r"><code>#wave 1


aggregate(fgz$homogeneity_w1, by=list(fgz$pub_type_w1), FUN=mean)</code></pre>
<pre><code>##             Group.1    x
## 1 Private employees 2.63
## 2  Public employees 2.50
## 3    Civil servants 2.35</code></pre>
<pre class="r"><code>aggregate(fgz$homogeneity_w1, by=list(fgz$pub_type_w1), FUN=sd)</code></pre>
<pre><code>##             Group.1     x
## 1 Private employees 0.914
## 2  Public employees 0.894
## 3    Civil servants 0.788</code></pre>
<pre class="r"><code>fit_w1p &lt;-aov(fgz$homogeneity_w1 ~ fgz$pub_type_w1)
summary(fit_w1p)</code></pre>
<pre><code>##                   Df Sum Sq Mean Sq F value     Pr(&gt;F)    
## fgz$pub_type_w1    2     25   12.44    15.4 0.00000022 ***
## Residuals       3160   2551    0.81                       
## ---
## Signif. codes:  0 &#39;***&#39; 0.001 &#39;**&#39; 0.01 &#39;*&#39; 0.05 &#39;.&#39; 0.1 &#39; &#39; 1</code></pre>
<pre class="r"><code>plotmeans(fgz$homogeneity_w1 ~ fgz$pub_type_w1)</code></pre>
<p><img role="img" src="data:image/png;base64,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" width="672" /></p>
<pre class="r"><code># which group is different

TukeyHSD(fit_w1p)</code></pre>
<pre><code>##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = fgz$homogeneity_w1 ~ fgz$pub_type_w1)
## 
## $`fgz$pub_type_w1`
##                                     diff    lwr     upr p adj
## Public employees-Private employees -0.13 -0.219 -0.0408 0.002
## Civil servants-Private employees   -0.28 -0.413 -0.1461 0.000
## Civil servants-Public employees    -0.15 -0.297 -0.0032 0.044</code></pre>
<pre class="r"><code>par(las=2)
par(mar=c(5, 8, 4, 2))
plot(TukeyHSD(fit_w1p))</code></pre>
<p><img role="img" 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J9IVqBzwrPNNPWnIILkN1soyT+RrEDnhGebaepPQQTJb7ZQkn8iWYH4M039KYgg+c0WSvJPJCsQf6apPwURJL/ZQkn+iWQF4s809acgguQ3WyjJP5GsQOeEZ5tp6k9BBMlvtlCSfyJZgc4JzzbT1J+CCJLfbKEk/0SyAp0Tnm2mrYlt6k/cr+49+7X96N2L7M5PB033+tUki+d3+GIcQ/KbLZTkn0hWoHPCs820O6BFQ3/fevSh5dq9zi6mWkLf5Akoxkv+iWQFOic820x7A5pll827Dy3XNiOgkC75J5IViD9TN6C6mbsP51lopwgo5Ev+iWQF4s+0O6D7/edzZxf0QAQU8iX/RLIC8WfaF9D9OsvOgqZKQCFf8k8kK9A54dlm2hvQjQroOrv76eqbLLv/XpXLelC+k3r3U/7/L2/uFSed7pfn3rf2AdTdh+Ke+68+ObNu3vP1UT6l3Yd8NqfFRHZv8t3fk+d6Jmf76yf59B+q6wLqgO6untTT0AuzrwvuzL19g/rziXvBQc+Qpb7ZQkn+iWQFOic820wPDOiH8qT8j6pcZdAaj6/PPRUFswNaHAYonb5vzbl1TxHQf7xQt1zsrx+rn86qR55Vj179WNxgAqofpqaR36zuLxa5/MmZe/sG8+cb7DEnv9lCSf6JZAU6JzzbTIfewl+U/zs5VzVT5bJ2ANVP9rn7i0ZA60C133S37ykC+ofqhtWfXtiXAeQP/Y2+oeyiXoD8dxrT2OgOlruznrl7ZmocfLQ3+c0WSvJPJCvQOeHZZnrISaR1sWdZ7rHVwbzUjzhTGSrfXH98rHZBzTvo4p7iHXl5Rr9xONW5p2zZ6bt8r/KR3kO8qu4qs1fcoB+rA5ov2OrZp335dr96oHoPr+bvnUfjho2a5f76RWbe/bcHyGPUiEMK31OLeR3rqe192o84p00d0F9en1dVWZu6VOUy7+HX5cO3Jo75HWXZdEC35jfzdum313vvPUXcTP3qn/SO5F19lLN4bL0Y1TT1T+tqT3NT/tGZh3PDWq9u92kp37P+VyzBvKmAT5Sn/SaBHNJ/Ib3q09ocIaw6k/+vDFGeoWZ29A06oOu6mq0T8849RUAv9USq+6rJ1aGsFqXeET7b27cXk7rcm+Vz5uHcsNG71jcaMvZAlyH5J5IViD/T/o9yqtyY/TSzo6b28FpR/PLz9/rS++qO6lBkyTrz5L2njrHzU/Ps+plZjHXjaoDqPXr1Vv7CMw93puXR2tW3f/S/e+8astQ3WyjJP5GsQPyZZvWJlKKJVkBPzLU+9Y6bDqgqVH3H7uqJPj3TCqjNOsro3tMfUN1e9aM5l2V2KHVj19WuqT4o0JiHZ3HWet1vcB1T8pstlOSfSFagc8KzzdQNqHs22g2oeo9s9uisk9uNgNq3NwPq3nNwQPPHti8GqPc2y/fw1Tt4Zx6exSnPPykHX8eU/GYLJfknkhXonPBsMw0LqNrHs8+1F3us3/3w90ftgHac23bvmWYPtHwPX+0fO/PwL87VyxsWNPnNFkryTyQr0Dnh2WaaNYtyaEDzFl2a2zfmuvTWSSTnJJPh3jPuGKi5EKB4D18doe08xeX48ueXWed1TI7kN1soyT+RrEDnhGebadYsyqEBzX8402+brT3BbfMtfH5Px/Xp7j39AdXhU83sPAtfPLa4Cl8vV3Mevhv0hLtb70h+s4WS/BPJCnROeLaZBgY0f+Cd/9CfdjcBLa6Bb1zGlE/uznszZfs9snNPf0CrUlYp7bwOtLzrt4+qOTnzcG6oL9AioLdP8k8kKxB/pr0f5az4AlqekKl+Xqu38OqEjL6+SR+SzFbP85++vM7qA5Z73z0DAc0evK8/QOT7JJJ+A77JTs7ry0ideTRvKC5jMp+hOvSLp5LfbKEk/0SyAvFnGhrQ4u2wTo7+7Ls5FVWdAL9s3tU8SdO+pz+gJ42rpLo+C7/f2x9b8szduWGduVMYHLLUN1soyT+RrED8mYYGtLxiVD/0tY7nsxfmo0BVoradlwm17hk4C1+l71QfgfV9G5NexHpWztzbN+zMt5ac2vvH/UOW+mYLJfknkhXonPBsMw0OqHVmZ78vv5XzJH83rc+G74rT2g/Ln950feFm856hy5g+PzbfD+r5PlDv0vrm7tzw8eV55v++0i7Jb7ZQkn8iWYHOCc820xSeguanQAfYn9c8juQ3WyjJP5GsQOeEZ5tpCk/BjQK6Oe6/JrJfwGYLJfknkhXonPBsM03hKbhJQK/ODz8bFCj5zRZK8k8kK9A54dlmmsJTcHBAt96zVVNLfrOFkvwTyQrEn2kKT8HBAS2vnjryEdAFbLZQkn8iWYH4M03hKTg4oF8fZ9nDY/cz/c0WSvJPJCsQf6apPwURJL/ZQkn+iWQFOic820xTfwoiSH6zhZL8E8kKdE54tpmm/hREkPxmCyX5J5IV6JzwbDNN/SmIIPnNFkryTyQr0Dnh2Waa+lMQQfKbLZTkn0hWoHPCs8009acgguQ3WyjJP5GsQPyZpv4URJD8Zgsl+SeSFYg/09SfggiS32yhJP9EsgLxZ5r6UxBB8pstlOSfSFagc8KzzTT1pyCC5DdbKMk/kaxA54Rnm2nqT0EEyW+2wMIRUMEIKCAbARWMgAKyEVDBCCiQLgIaGQEF0kVAIyOgQLoIaGQEFJCNY6CCEVBANgIqGAEFZCOgghFQQDYCKhgBBWQjoIIRUCBdBDQyAgqki4BGRkCBdBHQyAgoIBvHQAUjoIBsBFQwAgrIRkAFI6CAbARUMAIKyEZABSOgQLoIaGQEFEgXAY2MgALpIqCREVBANo6BCkZAAdkIqGAEFJCNgApGQAHZCKhgBBSQjYAKRkCBdBHQyAgokC4CGhkBBdJFQCMjoIBsHAMVjIACshFQwQgoIBsBFYyAArIRUMEIKCAbARWMgALpIqCREVAgXQQ0MgIKpIuARkZAAdk4BioYAQVkI6CCEVBANgIqGAEFZCOgghFQQDYCKhgBBdJFQCMjoEC6CGhkBBRIFwGNjIACsnEMVDACCshGQAUjoIBsBFQwAgrIRkAFI6CAbARUMAIKpIuARkZAgXQR0MgIKJAuAhoZAQVk4xioYAQUkI2ACkZAAdkIqGAEFJCNgApGQAHZCKhgBBRIFwGNjIAC6SKgkRFQIF0ENDICCsjGMVDBCCggGwEVjIACshFQwQgoIBsBFYyAArIRUMEIKJAuAhoZAQXSRUAjI6BAughoZAQUkI1joIIRUEA2AioYAQVkI6CCEVBANgIqGAEFZCOgghFQIF0ENDICCqSLgEZGQIF0EdDICCggG8dABSOggGwEVDACCshGQAUjoIBsBFQwAgrIRkAFI6BAughoZAQUSBcBjYyAAukioJERUEA2joEKRkAB2QioYAQUkI2ACkZAAdkIqGAEFJCNgApGQIF0EdDICCiQLgIaGQEF0kVAIyOggGwcAxWMgAKyEVDBCCggGwEVjIACshFQwQgoIBsBFYyAAukioJERUCBdBDQyAgqki4BGRkAB2TgGKhgBBWQjoIIRUEA2AioYAQVkI6CCEVBANgIqGAEF0kVAIyOgQLoIaGQEFEgXAY2MgAKycQxUMAIKyEZABSOggGwEVDACCshGQAUjoIBsBFQwAgqki4BGRkCBdBHQyAgokC4CGhkBBWTjGKhgBBSQjYAKRkAB2QioYAQUkI2ACkZAAdkIqGAEFEgXAY2MgALpIqCREVAgXQQ0MgIKyMYxUMEIKCAbARWMgAKyEVDBCCggGwEVjIACshFQwQgokC4CGhkBBdJFQCMjoEC6CGhkBBSQjWOgghFQQDYCKhgBBWQjoIIRUEA2AioYAQVkI6CCEVAgXQQ0MgIKpIuARkZAgXQR0MgIKCAbx0AFI6CAbARUMAIKyEZABSOggGwEVDACCshGQAUjoEC6CGhkBBRIFwGNjIAC6SKgkRFQQDaOgQpGQAHZCKhgBBSQjYAKRkAB2QioYAQUkI2ACkZAgXQR0MgIKJAuAhoZAQXSRUAjI6CAbBwDFYyAArIRUMEIKCAbARWMgAKyEVDBCCggGwEVjIAC6SKgkRFQIF0ENDICCqSLgEZGQAHZOAYqGAEFZCOgghFQQDYCKhgBBWQjoIIRUEA2AioYAQXSRUAjI6BAughoZAQUSBcBjYyAArJxDFQwAgrIRkAFI6CAbARUMAIKyEZABSOggGwEVDACCqSLgEZGQIF0EdDICCiQLgIaGQEFZOMYqGAEFJCNgApGQAHZCKhgBBSQjYAKRkAB2QioYAQUSBcBjYyAAukioJERUCBdBDQyAgrIxjFQwQgoIBsBFYyAArIRUMEIKCAbARWMgAKyEVDBCCiQLgIaGQEF0kVAIyOgQLoIaGQEFJCNY6CCEVBANgIqGAEFZCOgghFQQDYCKhgBBWQjoIIRUCBdBDQyAgqki4BGRkCBdBHQyAgoIBvHQAUjoIBsBFQwAgrIRkAFI6CAbARUMAIKyEZABSOgQLoIaGQEFEgXAY2MgALpIqCREVBANo6BCkZAAdkIqGAEFJCNgApGQAHZCKhgBBSQjYAKRkCBdBHQyAgokC4CGhkBBdJFQCMjoIBsHAMVjIACshFQwQgoIBsBFYyAArIRUMEIKCAbARXsgCeAxg5hhAYwQMdCQCMjoBNghAYwQMdCQCMjoBNghAYwQMdCQCMjoBNghAYwQGNwDFQwAjoBRmgAAzQGARWMgE6AERrAAI1BQAUjoBNghAYwQGMQUMEI6AQYoQEM0BgEVDACOgFGaAADdCwENDICOgFGaAADdCwENDICOgFGaAADdCwENDICOgFGaAADNAbHQAUjoBNghAYwQGMQUMEI6AQYoQEM0BgEVDACOgFGaAADNAYBFYyAToARGsAAjUFABSOgE2CEBjBAx0JAIyOgE2CEBjBAx3LUgG4yY3Xv2a/tR+9eZHd+Omi6168mWTy/wxfjGAjoBBihAQzQscwV0KKhv289+tBy7V5nF1MtoW/yBDR1jNAABmiMaMdAmwHNssvm3YeWa5sRUPRhhAYwQGPEDKhu5u7DeRbaKQI6w3IkjREawACNISGg+/3nc2cX9EAEdIblSBojNIABGkNGQPfrLDsLmioBnWE5ksYIDWCAxhAS0I0K6Dq7++nqmyy7/16Vy3pQvpN691P+/y9v7hUnne6X59639gHU3YfinvuvPjmzbt7z9VE+pd2HfDanxUR2b/Ld35PneiZn++sn+fQfqusC6oDurp7U09ALs68L7sy9fYP684l7wUHPkBHQ8RihAQzQsUQJ6IfypPyPqlxl0BqPr889FQWzA1ocBiidvm/NuXVPEdB/vFC3XOyvH6ufzqpHnlWPXv1Y3GACqh+mppHfrO4vFrn8yZl7+wbz5xvsMRPQCTBCAxigY5n3LfxF+b+Tc1UzVS5rB1D9ZJ+7v2gEtA5U+013+54ioH+oblj96YV9GUD+0N/oG8ou6gXIf6cxjY3uYLk765m7Z6bGwUd7CegEGKEBDNCxzH8SaV3sWZZ7bHUwL/UjzlSGyjfXHx+rXVDzDrq4p3hHXp7RbxxOde4pW3b6Lt+rfKT3EK+qu8rsFTfox+qA5gu2evZpX77drx6o3sOr+Xvn0bhho2a5v36RmXf/7QHyGB5VYKzBrQydJBwD/eX1eVWVtalLVS7zHn5dPnxr4pjfUZZNB3RrfjNvl357vffeU8TN1K/+Se9I3tVHOYvH1otRTVP/tK72NDflH515ODes9ep2n5bybdp/HTLvKw2LNLiVoVPf4M15Ib3q09ocIaw6k/+vDFGeoWZ29A06oOu6mq0T8849RUAv9USq+6rJ1aGsFqXeET7b27cXk7rcm+Vz5uHcsNG71jcaMt7Cj8cIDWCAxhDySaQqN2Y/zeyoqT28VhS//Py9vvS+uqM6FFmyzjx576lj7PzUPLt+ZhZj3bgaoHqPXr2Vv/DMw51pebR29e0f/e/eu4aMgI7HCA1ggMaYM6DmRErRRCugJ+Zan3rHTQdUFaq+Y3f1RJ+eaQXUZh1ldO/pD6hur/rRnMsyO5S6setq11QfFGjMw7M4a73uN7iOiYBOgBEawACNETOg7tloN6DqPbLZo7NObjcCat/eDKh7z8EBzR/bvhig3tss38NX7+CdeXgWpzz/pBx8HRMBnQAjNIABOhYJAVX7ePa59mKP9bsf/v6oHdCOc9vuPdPsgZbv4av9Y2ce/sW5ennDghLQCTBCAxigY5k4oM2iHBrQvEWX5vaNuS69dRLJOclkuPeMOwZqLgQo3sNXR2g7T3E5vvz5ZdZ5HZODgE6AERrAAB3LxAFtFuXQgOY/nOm3zdae4Lb5Fj6/p+P6dPee/oDq8Klmdp6FLx5bXIWvl6s5D98NesLdrXcQ0AkwQgMYoGllXPQAACAASURBVDFmPAYaFtD8gXf+Q3/a3QS0uAa+cRlTPrk7782U7ffIzj39Aa1KWaW08zrQ8q7fPqrm5MzDuaG+QIuAzosRGsAAjSHhQvqaL6DlCZnq57V6C69OyOjrm/QhyWz1PP/py+usPmC5990zENDswfv6A0S+TyLpN+Cb7OS8vozUmUfzhuIyJvMZqkO/eIqAToARGsAAjSE/oMXbYZ0c/dl3cyqqOgF+2byreZKmfU9/QE8aV0l1fRZ+v7c/tuSZu3PDOnOnMDhkBHQ8RmgAAzSG/ICWV4zqh77W8Xz2wnwUqErUtvMyodY9A2fhq/Sd6iOwvm9j0otYz8qZe/uGnfnWklN7/7h/yAjoeIzQAAZojAQCap3Z2e/Lb+U8yd9N67Phu+K09sPypzddX7jZvGfoMqbPj833g3q+D9S7tL65Ozd8fHme+b+vtAsBnQAjNIABOpbb9+/CNz8FOsD+vOZxENAJMEIDGKBjIaC9Nsf910T2BHQSjNAABuhYCGifq/PDzwYFIqATYIQGMEBjRDsGKtLBAd16z1ZNjYBOgBEawACNQUBtBwe0vHrqyEdACegkGKEBDNAYBNR2cEC/Ps6yh8fuJwGdAiM0gAEag4AKRkAnwAgNYIDGIKCCEdAJMEIDGKBjIaCREdAJMEIDGKBjIaCREdAJMEIDGKBjIaCREdAJMEIDGKAxOAYqGAGdACM0gAEag4AKRkAnwAgNYIDGIKCCEdAJMEIDGKAxCKhgBHQCjNAABmgMAioYAZ0AIzSAAToWAhoZAZ0AIzSAAToWAhoZmzaQLgIaGQEFZOMYqGAEFJCNgApGQAHZCKhgBBSQjYAKRkAB2QioYAQUSBcBjYyAAukioJERUCBdBDQyAgrIxjFQwQgoIBsBFYyAArIRUMEIKCAbARWMgAKyEVDBCCiQLgIaGQEF0kVAIyOgQLoIaGQEFJCNY6CCEVBANgIqGAEFZCOgghFQQDYCKhgBBWQjoIIRUCBdBDQyAgqki4BGRkCBdBHQyAgoIBvHQAUjoIBsBFQwAgrIRkAFI6CAbARUMAIKyEZABSOgQLoIaGQEFEgXAY2MgALpIqCREVBANo6BCkZAAdkIqGAEFJCNgApGQAHZCKhgBBSQjYAKRkCBdBHQyAgokC4CGhkBBdJFQCMjoIBsHAMVjIACshFQwQgoIBsBFYyAArIRUMEIKCAbARWMgALpIqCREVAgXQQ0MgIKpIuARkZAAdk4BioYAQVkI6CCEVBANgIqGAEFZCOgghFQQDYCKhgBBdJFQCMjoEC6CGhkBBRIFwGNjIACsnEMVDACCshGQAUjoIBsBFQwAgrIRkAFI6CAbARUMAIKpIuARkZAgXQR0MgIKJAuAhoZAQVk4xioYAQUkI2ACkZAAdkIqGAEFJCNgApGQAHZCKhgBBRIFwGNjIAC6SKgkRFQIF0ENDICCsjGMVDBCCggGwEVjIACshFQwQgoIBsBFYyAArIRUMEIKJAuAhoZAQXSRUAjI6BAughoZAQUkI1joIIRUEA2AioYAQVkI6CCEVBANgIqGAEFZCOgghFQIF0ENDICCqSLgEZGQIF0EdDICCggG8dABSOggGwEVDACCshGQAUjoIBsBFQwAgrIRkAFI6BAughoZAQUSBcBjYyAAukioJERUEA2joEKRkAB2QioYAQUkI2ACkZAAdkIqGAEFJCNgApGQIF0EdDICCiQLgIaGQEF0kVAIyOggGwcAxWMgAKyEVDBCCggGwEVjIACshFQwQgoIBsBFYyAAukioJERUCBdBDQyAgqki4BGRkAB2TgGKhgBBWQjoIIRUEA2AioYAQVkI6CCEVBANgIqGAEF0kVAIyOgQLoIaGQEFEgXAY2MgAKycQxUMAIKyEZABSOggGwEVDACCshGQAUjoIBsBFQwAgqki4BGRkCBdBHQyAgokC4CGhkBBWTjGKhgBBSQjYAKRkAB2QioYAQUkI2ACkZAAdkIqGAEFEgXAY2MgALpIqCREVAgXQQ0MgIKyMYxUMEIKCAbARWMgAKyEVDBCCggGwEVjIACshFQwQgokC4CGhkBBdJFQCMjoEC6CGhkBBSQjWOgghFQQDYCKhgBBWQjoIIRUEA2AioYAQVkI6CCEVAgXQQ0MgIKpIuARkZAgXQR0MgIKCAbx0AFI6CAbARUMAIKyEZABSOggGwEVDACCshGQAUjoEC6CGhkBBRIFwGNjIAC6SKgkRFQQDaOgQpGQAHZCKhgBBSQjYAKRkAB2QioYAQUkI2ACkZAgXQR0MgIKJAuAhoZAQXSRUAjI6CAbBwDFYyAArIRUMEIKCAbARWMgAKyEVDBCCggGwEVjIAC6SKgkRFQIF0ENDICCqSLgEZGQAHZOAYqGAEFZCOgghFQQDYCKhgBBWQjoIIRUEA2AioYAQXSRUAjI6BAughoZAQUSBcBjYyAArJxDFQwAgrIRkAFI6CAbARUMAIKyEZABSOggGwEVDACCqSLgEZGQIF0EdDICCiQLgIaGQEFZOMYqGAEFJCNgApGQAHZCKhgBBSQjYAKRkAB2QioYAQUSBcBjYyAAukioJERUCBdBDQyAgrIxjFQwQgoIBsBFYyAArIRUMEIKCAbARWMgAKyEVDBCCiQLgIaGQEF0kVAIyOgQLoIaGQEFJCNY6CCEVBANgIqGAEFZCOgghFQQDYCKhgBBWQjoIIRUCBdBDQyAgqki4BGRkCBdBHQyAgoIBvHQAUjoIBsBFQwAgrIRkAFI6CAbARUMAIKyEZABSOgQLoIaGQEFEgXAY2MgALpIqCREVBANo6BCkZA+zE+YzB6Y+jRI6CCsYn3Y3zGYPTGIKAJYBPvx/iMweiNQUATwCbej/EZg9Ebg4AmgE28H+MzBqM3xiGjR0AjYxPvx/iMweiNQUATwCbej/EZg9Ebg4AmgE28H+MzBqM3BsdAE8Am3o/xGYPRG4OAJoBNvB/jMwajNwYBTQCbeD/GZwxGbwwCmgA28X6MzxiM3hgENAFs4v0YnzEYvTE4C58ANvF+jM8YjN4YBDQBbOL9GJ8xGL0xCGgC2MT7MT5jMHpjcAw0AWzi/RifMRi9MQhoAtjE+zE+YzB6YxDQBLCJ92N8xmD0xpAU0E1mrO49+7XjUZ/Ps7PGDbsX2Z2fzP+O46gTH8Qm3o/xGYPRG0NoQIuG/t7/KAKKFsZnDEZvDEln4ZsBzbJL76MIKFoYnzEYvTGEBVQ3c/fhPOtIVldAj4qASsb4jMHojSE0oGUn/bugBBQtjM8YjN4Ywo6BWslcZ61QVggoWhifMRi9MSIE9MO9LMtOPGfZmwHdlAHNy7X6Ud2Ql/Pupyqg10+KSXwqb3eOge4+fJNlqwfvnRnsylnff6V+7+ujfHrlY09fFXe+yfd5T57rWal5rB7+as+j+OnqST2NapEK2yy7cOfhuWHXuf7dQ8Ym3ovxGYPRGyNCQLWL9j2HB7R4f1+cqC/vaQf08+PqNH77CED1W3kwy7YWAf3HC70s19VvnVWP9M5jbx6mpmEt3Vr91JqHe4P5s7v+PUN28ENvJcZnDEZvjIgBdQ5xOm/hLzoC+k+P9KVOxV2tgH7Vd5pf3Jvf1/QD7/5BP/RPL+ylyh/6mxeeeVgTV3/e6A6Wu7PuPHwz7Vz/niG7wfjeQozPGIzeGBECevou/+913qe7n5r3bDwnkbwBVbtzxYn6Yn+xFdA8vKvnalexcay0SFfxXn2nf69sWbEw14/0HuJVdVfXPMqJP/u0L9/un+2t9/DqHbx3Ho0bNln3+usB8hg76MvmGzFgHodsn5Nu7SqSntMymzqgv7w+V4HxB/SuPgJZ3NcMaJ4s9Qvmh8rWFKu6p4ibqV/9U988qj/Vt+dFVWuxKf/ozMO5YZ11r78eII+/ose8LxjAdsj2efNMdsvuumd3lE1zwfR7Zzeg9XHH6l2+FdCt2fHcNN8kr+ue1ruL6gF1a/OfmqFszmNT79Wq24tJXarFLJbNmYdzQz6FzvXvHjL2QHsxPmMwemNE2APN0/jtH33vXjduP/0Btc58n7UDuuk4tlgdpNRTOjOx3Ht+6prHup54dTVV/gvVW/kLzzzcmW6z7vXvGbKbPPr2YXzGYPTGiHYSaVVex/PVPh1kBfREX/bTcRmTucUJ6Lp97qhin73JyjfW/QH1zcNaGNPYdZVtfVCgMQ93pkWDrfU/dMhuML63EOMzBqM3RoSA2tfxtAPq7DwOBTS/5bCAWqfDbxpQMw/7uKXeuSzfw1fv4J15uDPdl+efzPofOGRs4r0YnzEYvTFifBLp6qUpyOiAHrwHar0rr0yzB1q+h1fv4N15uDMtWOt/GDbxfozPGIzeGJE+yvnlzy8z5zqegwMaeAy0ddZ73DFQc7KqeA+v3sG783BnWvGufyc28X6MzxiM3hgRAloVxY2Lt331HuXGXGKkf2+tLxX1noVvfmg+v7s19f6Aeuexcc7CF48trsIvW+jMw3fDnc7178Qm3o/xGYPRGyPCWfjqjevBAa2adf2ovkZT3bLNPNeB1lcgrZvvkfOp33lvfrwYCmg1jyqlndeBlnf99lE1J2cezg31QhHQyTA+YzB6Y8S4jKn8go6P7U8KdQQ0vzF7+El9lKc+U/Pg1735NJD/k0i7160vFC0Ot66e5xP48jrT58z7Apo9eF9/gMj3SST9BnyTnZzXl5E682jeUFzG1LX+PUN24ANvKcZnDEZvjCjXgVZ6PolUq68E+hfzcXPzWfhyCp2fhW+dpNla58Mv9kMBPTn3zMP5LHzhsxXT9jzcG9aZO4XhITvwgbcU4zMGozdGxC8TOW2fLfef/9lWJbuov69Df1OS+oKj9rcxmS9Map/k3jYvIBo4C1+l7/Qnax7tb2PaV/fVs9q2L1Jq37Az31rirH/PkB36yNuJ8RmD0RsjQkA/viyaYn1jpuYPaP7u97x4uPWFR2dlx/q/DzS77/k+0Df2V3EOXcZUfC1e9f2gnu8DtSbbuHKqOQ/fDZ3r34lNvB/jMwajN4akb6SXw/nW+z725zWPg028H+MzBqM3BgH1uVFANzf5buQgbOL9GJ8xGL0xCKjPTQJ6dX742aBAbOL9GJ8xGL0xJP2rnHIcHNCt92zV1NjE+zE+YzB6YxBQn4MD+llfnXpUbOL9GJ8xGL0xCKjPwQH9+ri8zP/I2MT7MT5jMHpjcAw0AWzi/RifMRi9MQhoAtjE+zE+YzB6YxDQBGQAEjZpDaac2O0Q++kHMMakNZhyYjjEYt+kLXXFlrperNgUs5ptTqiw2SZmqevFik0xq9nmhAqbbWKWul6s2BSzmm1OqLDZJmap68WKTTGr2eaECpttYpa6XqzYFLOabU6osNkmZqnrxYpNMavZ5oQKm21ilrperNgUs5ptTqiw2SZmqevFik0xq9nmhAqbbWKWul6s2BSzmm1OqLDZJmap68WKTTGr2eaECpttYpa6XqzYFLOabU6osNkmZqnrxYpNMavZ5oQKm21ilrperNgUs5ptTqiw2SZmqevFik0xq9nmhAqbbWKWul6s2BSzmm1OqLDZJmap68WKTTGr2eaECpttYpa6XqzYFLOabU6osNkmZqnrxYpNMavZ5oQKm21ilrperNgUs5ptTqiw2SZmqevFik0xq9nmBAALQ0ABIBABBYBABBQAAhFQAAhEQAEgEAEFgEAEFAACEVAACERAASAQAQWAQAQUAAIRUAAIREABIBABBYBABBQAAhFQAAhEQAEgEAEFgEAENI7dz2//8in2QhzDx7d/+TX2MuBW2/3y89u3b//yyyyvLwIax9dH2Z2fYi/EhNTWuntznuVOX0Vemqns3jy59+0f6xfi0p61Bfr4Mqs9eHf0+RHQOBb1UrwuNtrTH/f7td5yH8ZepEn8rfzrIFs90wld1LO2RNePs6ZiqzwqAjqXL7/YPuYvxXf5/5fwdvdz1Zkft/l/7z99WvzxIvZCTWBjXoZ3q4ISUNm25ZZ476nyTblVXh53lgR0Jvlrz2cBr8dyze7lW+vp4zyi+Q2715n6IW3F3wunr375pTgscaqeJgIqWrElruzDR1fnR3+FEdCZLDeg+Y7anffVfqj66373Ygm7oBu951m8L1QFXURAl70lNteiWNfjbokEdC4f8sCsnmq/O89W3+b//y75U/FFLctubuq3utv6x2SZ9VI/lutDQCWznjHj6FsiAZ3Ndf78nr6v/rCIl2LJrEm+C3rWvi1h9joUL82z/TLWy3OmZSEB9T07R3/GCOiM/pbvdv5e/biMl2LBrEn+w1IDqt8KLmG99ks5xOIgoItX/N1/t9wJXchLcV+uiTpjtPvv9/65ereU74wmv3bNZyhfo3wtl/Ks+d7spi9fK+fcJW/hl2X371m2er5fUkCLiz/buzObzOyMJqsVmW1xqmwxz9piVqRh7dRSH3s5HgI6s8/5TuiDT0vagrfORUvXRz/3OYfW3wLFKd7/u5hnbbuEZ6ituBDk7nvrhuK0w5EvqCOgcyuvkny1oIAWf8tn/1z/zV9+njP5k/Dq5fjA+qDD64WcaynlT9pC1sRWfvRh9fSHt4U/qyvpj/z3BAGdX3FB07cLOEqofX3c6Ep5OXP619Grl6P9JL1eUED3n58+/Z+xl2F6H85b1xaUx8uOiYBGULyzWM5LsdznbAb09H33gxPyofW33Ifjf7AF41RfZ6Pz+ezob4QIaBR/W/BLcfe/l5HP3O6q+UGH3evzpT5ry7H7+PbN06dPn719N8dhJAIax/X3C/gQEnDbEVAACERAASAQAQWAQAQ0ogVdDNq01BVb6nqxYsEIaERstolZ6nqxYsEIaERstolZ6nqxYsEIaExfFvFvInksdcWWul6sWCgCCgCBCCgABCKgABCIgM5s98vPb9++/csvi/sc51JXbKnrxYpNgoDO6eNL66tiHryLvTjTWeqKLXW9WLGpEND5OP8a4ukSvjVzv9wVW+p6sWLTIaCz2ZbfVHiv+ofhy2/LXi3iX/Za6ootdb1YsQkR0LmUX9T+yrrhaiHfCbrUFVvqerFiUyKgc9k4z+XXRfzba4tdsaWuFys2JQI6E98/xX30f7R6DktdsaWuFys2KQI6E9+HchfxCeSlrthS14sVmxQBnQmbbWKWul6s2KQI6Ezy9xfOv/W7lDdOi1yxpa4XKzYpAjqXtfNUFsdsziItzYSWumJLXS9WbEoEdC6fz/On1/4Hf4t/Hd75GzNBS12xpa4XKzYlAjqbTXld79Mf3hb+rC7zXcC1I8tdsaWuFys2IQI6nw/nrc+ZrZ7HXqRpLHXFlrperNh0COiMdm/s53f1LPnD9tpSV2yp67VnxaZCQOe1+/j2zdOnT5+9fbeYbVZZ6ootdb1YsWkQUAAIREABIBABjeHrk3v3k//gh89SV2yp67XcFZsLAY1hEZ+c81nqii11vZa7YnMhoDEsdrNd6ootdb2Wu2JzIaAxLHazXeqKLXW9lrticyGgMSx2s13qii11vZa7YnMhoDEsdrNd6ootdb2Wu2JzIaAxLHazXeqKLXW9lrticyGgMSx2s13qii11vZa7YnMhoDEsdrNd6ootdb2Wu2JzIaAAEIiAAkAgAgoAgQgoAAQioAAQiIACQCACCgCBCCgABCKgABCIgAJAIAIKAIEIKAAEIqAAEIiAAkAgAgoAgQgoAAQioAAQiIACQCACCgCBCCgABCKgABCIgAJAIAIKAIEIKAAEIqAAEIiAAkAgAgoAgQgoAAQioAAQiIACEu1e3Pkp9jJgEAFdik1mnDx4pW/dvciq1+HuzTdZtnrY+CmOeplSmXPI73lG+fCB3109KZ7I+6+GH1r5fJ6dDT/q+vAJjvL10W2pPwFdCiugudMf1a3mpZ//UDizf4rkVgTUM8qHD/znx/p5vPvpwPkdEtDd6+ziwMmNE+8Znh0BXYpmQLPVZXmr2ZS36uYL+6dIbkVAPaN88MDnMTQOLeghAd3O9Kzv1hkBRWI25tWx+/iyKOiP7bur1+LmBvs1CzNjQD2jfPDA5/1ZPfvHizv/701e0svD5icooOWeNgFFWjb2q6PYh2m+WDfmpbg5+EW5OPMGtD3Khw7810fF337lSaTtwX/ZyQnoVbn/TECRlkZAy7eLl627CWgaAc1bmFezDOjhM5YS0Ovi8O2DxwQUiWkGtHgbWLyg1Csw36epjr/VPxUP2n24V57r/aR/5+6nq2/yG94795XTUWeRH7zX89h9aP+5MbnqzyfPfm0uaVUF7ySVfCnvfiqnflqcNt4Vb2VPnnfNZv/lTXHDqjpn3TNd65oEexpW2VS8vGvfs0Z7fd68+oXmKO/dm67LB78v11OfXDLHPK2A1kt1Vv7O6uGveoH0IZpqic1DTp517LJWh2CzS72O+yqpztR9Y9y01rNXe8vVT2dqLFfPOYmE5GycMxamUl0BNScrTlVo8oB+yKrDp637iun8H31TVRt9rnil/9yaXH0upLnfYwW0PclKEZZ/vNC/e13N58w/G+v0mWpf93TNC7s5DWvvrWqpZ+1/6lmjvVlG9QtDAdVL/FtvQK238HuzymfVvFWu/AFtPMRhAmr9chlCz686Y9yy0atWv9PZqh82q4efOAuP9Gyar+pq16AvoNbJXrW5r7OT86pU7fsaL3L1MjOTqv7c/pX6/lbH6oC2J2kt/N0/6Hv+9KIxFWepN9ZkLvyL2ppzexrWjqn6ybP2xf8718i+p/FAf0C39WR8AS334oqTSHZAf6MfVK6RN6D/9Mh+iMMEtN5U1B6wM3V3jNvMXznF4Kuf1uqhX/TfYQQUSdk0A1q8Ki+tTXnjHAMtXtLFO+Tdh/PqRbAuXsDvvfeVL/LV80/FtYTVjIpzxc/VvteZ71fy+Zy+y/9//aJ1JsQOaHOSWlmb4pevyyYUu0FX5x2zKW4o33p+fKzm0zNdK4TtRVWDo8LgW/vi9zrXSJ03z+f4Rg9l3zHQcvL5KhVTb0xn0/zbavUnfUcZNP0r1QK5AW0+xEMfAzXv4bf1X6T2r7pbRpverMolLaelWty6+xYgoEtx44DWZ3j1gay1ucW5r5hc9ZrYmFeZ2RMtfnB+Za3n2H45WQFtTtIoXsHmJV7/VPzgzGZrv7cfmG41Z2caZodKLbNv7Yvf61yj/PernpmfegK60ZNvXSuxNfuOZYgL9+uDIeZXqgXyBLTxEA9zEmltNgp9tKbxq+6W4VC/Wdz/VP2U/2q9+RFQJOfGAV3Xr43qlbU2k3DuKyZX3Ve9YutwqQk6v7LRu7NtVkCbkzSKgF7qn+qTFCpi7aW2f2tguiaE7trp3aiu+6s9UP8aWaHWY9gT0LX9VNTLt7Uv+izPoBUeVutRH7WsFsgNaPMhHlvryOXl3qy286s9Y6xVvdyWh5vLY592aQkoknPTgNrvuao9sLWVrdZ97iu2VQj3V8pjbqtv/+icyK0D2pqkPbHqBdj+ybPUypefvz/PhqZrjgi3p1G9/FUuvGtf7bn616hOolmo7oDWq9RYvmI/sPkErv6rPozaPG/ufTqch3hsrWOfZ3tTwfavdo6xpXrMJrv790fVAlkjTUCRHDeg1ptPf0BtxeZvX5zSus99xa6bb+68k6tOTLSu+hkZ0PZsiiuI9EmPQwPankaVErVO3rUvl6Jjjaw5mln2BlQvVPPH9uGGOz8VR3Ebhxi6/z5zHuKxtd5hqD1q/e678au+MXaUU8gX46K8+K35Dp6AIj2tgDaP3nkCan/guh1Q977BgHomZ47k+U/lBAXUMxv7poMC6lvUF9X1Q+0JNgPasUZ2L3QTuwNqLVQd0J1zXkpdxrTWp3msxHmfDuchHnVAy/fweq+x/aue8fFO67JY/kuV4W1jayCgSE4roFtThu6Atl8adkBb9x0SUM8r7epld29CA9qajdpfOrn/3Q9/f3RwQJ1FrSrQfkvbXOKuNZpgD9T9+g0VUBW3yfdAy/fweq+x/audAbblU7goDoGWw3lpTkuZASGgSEsroI1PIu39b+HbG7n9Ft55OQ8fA/W/Zr78+WVrN2bkW/jWbDbmau+vBwbUt6hVBfSpZXftrVvcNbKOgeoDkL0BdY6BbuyLN9fV0etGQCc9BqregevzPp5joMP5K3df19V++1l1UNW6k4AiLc2AbusrrjsCWp1lspmAuve5r9jG5UNn7q9YL6LWK3JMQH2z0VPZHvgW3rPmxW1nen/Qu/Z3fupZo81NzsJbk99UHW5+c8GmamR14v/CXKBVTf9yb+//b8yBjNZDXFZAP58XH1AwFy81ftU3Pq5N+REHdeS4+ACb/RsEFMlpBPSzvgK65zKm/P933jd+t/GqbN7Xd93MWl+11PyVtf2GcaqAOrOpp1JcdH9QQD1rXvxw5z/0EPnWvj4g6VmjwOtA9eWurRPwahplQD+rS5vM02lit9Y3XFvTULdsuz6KZAc0X6PfPqr+5EzdNz6O/LH/zVzB9Dvvlb63AQFdinpTt78PdOCTSMUHdvZfqnO9VkCd+zxVqj6JVJwp1h/vafxKsVtlPiLkeYMXFlBnNmv1Fl6d3+lY1Nac3TWvzhzVs3LWXl/G5F2jxieRzJvyoU8iXVWfRCr+fOFMrfg+0A/n1nmyB++tjwZtikX5pG6wHvLr3vowlMP+crxNdnJur7o9dd/4OHbmWz/L3/d9YOE2IKBLsWmcOrXejHcFtPGR7OrDmfYF1I37PFWyrna56Jic0fFJpICAOrOx/3xgQN1FrXqgK+BZ+8ZlTO01an8Wft8b0PZn4a2pZqaojecxX48T+0ote4b/Yi4dMJ+F74qXOr1uPrSqx8adumd8XJssszaErsM3S0dAl2LTeBnqb9HpC2j52Rf7VWKfWG/d56uS+QaiC//kduZLMk4bezHjAurM5rVOzTPz2YGhgDrTqMbPVMBde3UZU8catb+Nad8fUPNcqW9jcgJaT60+zXNWRe30H+nO9QAAAfBJREFUp+YSXtTXXumvVOr4BiW9+PWTU39eq2vqfV8gurW2m1YvCSiSYwX03nfv9K29Ad3v3jS+3rJxZVLzPm+V1OcN77/3/0ru48vihdj+VsmRAXVmU34TZ/E1mF1nqNtz9i2qfSrFt/bVff412u/N94HqP/cGVH8fqDrH7gY0X6ffFfO598zsI56V3x5Yfylq/vb6vJyfFdAyvJ3fB1osZHFs56H6eW2PkjN1d3wc9edtN+41rAQUwJF1XrG512fhhx8XyLoa9QhTvz0IKDCv+jKjzq/92B89oBv7kiYCGoyAAvMqTrIXb/W/vO77t9eOG9Ar64AFAR2BgALzsj9rftg/8nbzxDWuTVAuW3eaWQ9NvXdatx0BBWb24YBz3A0TB/Rz86vwCegIBBSY25fi3wztP8fdMHFAvz4ur8I/dOoEtAcBBYBABBQAAhFQAAhEQAEgEAEFgEAEFAACEVAACERAASAQAQWAQAQUAAIRUAAIREABIBABBYBABBQAAhFQAAhEQAEgEAEFgEAEFAACEVAACERAASAQAQWAQAQUAAIRUAAIREABIBABBYBABBQAAhFQAAhEQAEgEAEFgEAEFAACEVAACERAASAQAQWAQAQUAAIRUAAIREABIBABBYBABBQAAhFQAAhEQAEg0P8HzvOgbhmy3o4AAAAASUVORK5CYII=" width="672" /></p>
</div>
<div id="difference-between-groups-w3-3" class="section level2">
<h2>difference between groups w3</h2>
<pre class="r"><code>#wave 3


aggregate(fgz$homogeneity_w3, by=list(fgz$pub_type_w3), FUN=mean)</code></pre>
<pre><code>##             Group.1    x
## 1 Private employees 2.69
## 2  Public employees 2.52
## 3    Civil servants 2.43</code></pre>
<pre class="r"><code>aggregate(fgz$homogeneity_w3, by=list(fgz$pub_type_w3), FUN=sd)</code></pre>
<pre><code>##             Group.1     x
## 1 Private employees 0.834
## 2  Public employees 0.860
## 3    Civil servants 0.741</code></pre>
<pre class="r"><code>fit_w3p &lt;-aov(fgz$homogeneity_w3 ~ fgz$pub_type_w3)
summary(fit_w3p)</code></pre>
<pre><code>##                   Df Sum Sq Mean Sq F value        Pr(&gt;F)    
## fgz$pub_type_w3    2     29   14.48    20.9 0.00000000097 ***
## Residuals       3160   2190    0.69                          
## ---
## Signif. codes:  0 &#39;***&#39; 0.001 &#39;**&#39; 0.01 &#39;*&#39; 0.05 &#39;.&#39; 0.1 &#39; &#39; 1</code></pre>
<pre class="r"><code>plotmeans(fgz$homogeneity_w3 ~ fgz$pub_type_w3)</code></pre>
<p><img role="img" src="data:image/png;base64,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" width="672" /></p>
<pre class="r"><code># which group is different

TukeyHSD(fit_w3p)</code></pre>
<pre><code>##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = fgz$homogeneity_w3 ~ fgz$pub_type_w3)
## 
## $`fgz$pub_type_w3`
##                                       diff    lwr     upr p adj
## Public employees-Private employees -0.1700 -0.252 -0.0876 0.000
## Civil servants-Private employees   -0.2652 -0.388 -0.1430 0.000
## Civil servants-Public employees    -0.0952 -0.230  0.0394 0.222</code></pre>
<pre class="r"><code>par(las=2)
par(mar=c(5, 8, 4, 2))
plot(TukeyHSD(fit_w3p))</code></pre>
<p><img role="img" src="data:image/png;base64,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" width="672" /></p>
<pre class="r"><code>#cronbachs alpha

library(psych)

#wave 1


# popuilsm

print(alpha(popw1 &lt;- fgz[, c(&quot;ppopul01_w1t1&quot;, &quot;ppopul02_w1t1&quot;, &quot;ppopul03_w1t1&quot;, &quot;ppopul04_w1t1&quot;, &quot;ppopul05_w1t1&quot;,  &quot;ppopul06_w1t1&quot;, &quot;ppopul07_w1t1&quot;, &quot;ppopul08_w1t1&quot;, &quot;ppopul09_w1t1&quot;)]))</code></pre>
<pre><code>## 
## Reliability analysis   
## Call: alpha(x = popw1 &lt;- fgz[, c(&quot;ppopul01_w1t1&quot;, &quot;ppopul02_w1t1&quot;, 
##     &quot;ppopul03_w1t1&quot;, &quot;ppopul04_w1t1&quot;, &quot;ppopul05_w1t1&quot;, &quot;ppopul06_w1t1&quot;, 
##     &quot;ppopul07_w1t1&quot;, &quot;ppopul08_w1t1&quot;, &quot;ppopul09_w1t1&quot;)])
## 
##   raw_alpha std.alpha G6(smc) average_r S/N    ase mean   sd median_r
##       0.86      0.85    0.89      0.39 5.9 0.0038  3.2 0.72     0.37
## 
##     95% confidence boundaries 
##          lower alpha upper
## Feldt     0.85  0.86  0.86
## Duhachek  0.85  0.86  0.86
## 
##  Reliability if an item is dropped:
##               raw_alpha std.alpha G6(smc) average_r S/N alpha se var.r med.r
## ppopul01_w1t1      0.85      0.85    0.89      0.42 5.7   0.0040 0.033  0.38
## ppopul02_w1t1      0.85      0.85    0.88      0.41 5.5   0.0040 0.036  0.36
## ppopul03_w1t1      0.85      0.84    0.88      0.40 5.4   0.0041 0.037  0.36
## ppopul04_w1t1      0.83      0.83    0.87      0.38 4.9   0.0046 0.034  0.36
## ppopul05_w1t1      0.83      0.83    0.87      0.38 4.8   0.0047 0.034  0.36
## ppopul06_w1t1      0.83      0.83    0.87      0.38 4.8   0.0047 0.034  0.36
## ppopul07_w1t1      0.84      0.84    0.88      0.40 5.3   0.0041 0.032  0.37
## ppopul08_w1t1      0.85      0.84    0.87      0.40 5.4   0.0040 0.027  0.39
## ppopul09_w1t1      0.84      0.84    0.87      0.40 5.3   0.0041 0.027  0.39
## 
##  Item statistics 
##                  n raw.r std.r r.cor r.drop mean   sd
## ppopul01_w1t1 3163  0.56  0.59  0.51   0.46  3.7 0.88
## ppopul02_w1t1 3163  0.62  0.63  0.56   0.50  3.5 1.04
## ppopul03_w1t1 3163  0.63  0.65  0.59   0.53  3.9 0.90
## ppopul04_w1t1 3163  0.77  0.75  0.72   0.68  3.5 1.19
## ppopul05_w1t1 3163  0.79  0.76  0.74   0.70  3.4 1.21
## ppopul06_w1t1 3163  0.79  0.76  0.74   0.70  2.9 1.18
## ppopul07_w1t1 3163  0.66  0.66  0.62   0.56  2.4 0.99
## ppopul08_w1t1 3163  0.64  0.65  0.64   0.54  2.7 1.02
## ppopul09_w1t1 3163  0.66  0.66  0.65   0.55  2.7 1.00
## 
## Non missing response frequency for each item
##                  1    2    3    4    5 miss
## ppopul01_w1t1 0.01 0.07 0.29 0.43 0.20    0
## ppopul02_w1t1 0.02 0.16 0.28 0.34 0.19    0
## ppopul03_w1t1 0.01 0.06 0.23 0.42 0.29    0
## ppopul04_w1t1 0.06 0.15 0.27 0.27 0.25    0
## ppopul05_w1t1 0.07 0.18 0.26 0.27 0.22    0
## ppopul06_w1t1 0.13 0.27 0.31 0.17 0.11    0
## ppopul07_w1t1 0.20 0.37 0.31 0.10 0.02    0
## ppopul08_w1t1 0.16 0.23 0.43 0.16 0.03    0
## ppopul09_w1t1 0.14 0.25 0.42 0.16 0.03    0</code></pre>
<pre class="r"><code>#anti-elitism

print(alpha(antw1&lt;-fgz[, c(&quot;ppopul01_w1t1&quot;, &quot;ppopul02_w1t1&quot;, &quot;ppopul03_w1t1&quot;)]))</code></pre>
<pre><code>## 
## Reliability analysis   
## Call: alpha(x = antw1 &lt;- fgz[, c(&quot;ppopul01_w1t1&quot;, &quot;ppopul02_w1t1&quot;, 
##     &quot;ppopul03_w1t1&quot;)])
## 
##   raw_alpha std.alpha G6(smc) average_r S/N   ase mean   sd median_r
##       0.77      0.77     0.7      0.53 3.4 0.007  3.7 0.78     0.54
## 
##     95% confidence boundaries 
##          lower alpha upper
## Feldt     0.76  0.77  0.78
## Duhachek  0.76  0.77  0.78
## 
##  Reliability if an item is dropped:
##               raw_alpha std.alpha G6(smc) average_r S/N alpha se var.r med.r
## ppopul01_w1t1      0.70      0.70    0.54      0.54 2.4    0.011    NA  0.54
## ppopul02_w1t1      0.71      0.71    0.54      0.54 2.4    0.010    NA  0.54
## ppopul03_w1t1      0.67      0.68    0.51      0.51 2.1    0.011    NA  0.51
## 
##  Item statistics 
##                  n raw.r std.r r.cor r.drop mean   sd
## ppopul01_w1t1 3163  0.81  0.83  0.68   0.60  3.7 0.88
## ppopul02_w1t1 3163  0.85  0.83  0.68   0.60  3.5 1.04
## ppopul03_w1t1 3163  0.83  0.84  0.71   0.62  3.9 0.90
## 
## Non missing response frequency for each item
##                  1    2    3    4    5 miss
## ppopul01_w1t1 0.01 0.07 0.29 0.43 0.20    0
## ppopul02_w1t1 0.02 0.16 0.28 0.34 0.19    0
## ppopul03_w1t1 0.01 0.06 0.23 0.42 0.29    0</code></pre>
<pre class="r"><code>#sovereignty

print(alpha(sovw1&lt;-fgz[, c( &quot;ppopul04_w1t1&quot;, &quot;ppopul05_w1t1&quot;,  &quot;ppopul06_w1t1&quot;)]))</code></pre>
<pre><code>## 
## Reliability analysis   
## Call: alpha(x = sovw1 &lt;- fgz[, c(&quot;ppopul04_w1t1&quot;, &quot;ppopul05_w1t1&quot;, 
##     &quot;ppopul06_w1t1&quot;)])
## 
##   raw_alpha std.alpha G6(smc) average_r S/N    ase mean  sd median_r
##       0.88      0.88    0.83      0.71 7.4 0.0037  3.2 1.1     0.72
## 
##     95% confidence boundaries 
##          lower alpha upper
## Feldt     0.87  0.88  0.89
## Duhachek  0.87  0.88  0.89
## 
##  Reliability if an item is dropped:
##               raw_alpha std.alpha G6(smc) average_r S/N alpha se var.r med.r
## ppopul04_w1t1      0.84      0.84    0.73      0.73 5.3   0.0057    NA  0.73
## ppopul05_w1t1      0.82      0.82    0.69      0.69 4.5   0.0065    NA  0.69
## ppopul06_w1t1      0.83      0.83    0.72      0.72 5.0   0.0059    NA  0.72
## 
##  Item statistics 
##                  n raw.r std.r r.cor r.drop mean  sd
## ppopul04_w1t1 3163  0.89  0.89  0.81   0.76  3.5 1.2
## ppopul05_w1t1 3163  0.91  0.91  0.84   0.78  3.4 1.2
## ppopul06_w1t1 3163  0.90  0.90  0.81   0.76  2.9 1.2
## 
## Non missing response frequency for each item
##                  1    2    3    4    5 miss
## ppopul04_w1t1 0.06 0.15 0.27 0.27 0.25    0
## ppopul05_w1t1 0.07 0.18 0.26 0.27 0.22    0
## ppopul06_w1t1 0.13 0.27 0.31 0.17 0.11    0</code></pre>
<pre class="r"><code>#homogeneity

print(alpha(homw1&lt;-fgz[, c(&quot;ppopul07_w1t1&quot;, &quot;ppopul08_w1t1&quot;, &quot;ppopul09_w1t1&quot;)]))</code></pre>
<pre><code>## 
## Reliability analysis   
## Call: alpha(x = homw1 &lt;- fgz[, c(&quot;ppopul07_w1t1&quot;, &quot;ppopul08_w1t1&quot;, 
##     &quot;ppopul09_w1t1&quot;)])
## 
##   raw_alpha std.alpha G6(smc) average_r S/N    ase mean  sd median_r
##       0.88      0.88    0.85      0.72 7.6 0.0036  2.6 0.9     0.67
## 
##     95% confidence boundaries 
##          lower alpha upper
## Feldt     0.88  0.88  0.89
## Duhachek  0.88  0.88  0.89
## 
##  Reliability if an item is dropped:
##               raw_alpha std.alpha G6(smc) average_r S/N alpha se var.r med.r
## ppopul07_w1t1      0.90      0.90    0.82      0.82 8.8   0.0036    NA  0.82
## ppopul08_w1t1      0.81      0.81    0.67      0.67 4.1   0.0069    NA  0.67
## ppopul09_w1t1      0.80      0.80    0.67      0.67 4.0   0.0071    NA  0.67
## 
##  Item statistics 
##                  n raw.r std.r r.cor r.drop mean   sd
## ppopul07_w1t1 3163  0.86  0.87  0.74   0.70  2.4 0.99
## ppopul08_w1t1 3163  0.92  0.92  0.87   0.81  2.7 1.02
## ppopul09_w1t1 3163  0.92  0.92  0.88   0.82  2.7 1.00
## 
## Non missing response frequency for each item
##                  1    2    3    4    5 miss
## ppopul07_w1t1 0.20 0.37 0.31 0.10 0.02    0
## ppopul08_w1t1 0.16 0.23 0.43 0.16 0.03    0
## ppopul09_w1t1 0.14 0.25 0.42 0.16 0.03    0</code></pre>
<pre class="r"><code># wave 3

# popuilsm
print(alpha(popw3&lt;-fgz[, c(&quot;ppopul01_w3&quot;, &quot;ppopul02_w3&quot;, &quot;ppopul03_w3&quot;, &quot;ppopul04_w3&quot;, &quot;ppopul05_w3&quot;, &quot;ppopul06_w3&quot;, &quot;ppopul07_w3&quot;, &quot;ppopul08_w3&quot;, &quot;ppopul09_w3&quot;)]))</code></pre>
<pre><code>## 
## Reliability analysis   
## Call: alpha(x = popw3 &lt;- fgz[, c(&quot;ppopul01_w3&quot;, &quot;ppopul02_w3&quot;, &quot;ppopul03_w3&quot;, 
##     &quot;ppopul04_w3&quot;, &quot;ppopul05_w3&quot;, &quot;ppopul06_w3&quot;, &quot;ppopul07_w3&quot;, 
##     &quot;ppopul08_w3&quot;, &quot;ppopul09_w3&quot;)])
## 
##   raw_alpha std.alpha G6(smc) average_r S/N    ase mean   sd median_r
##       0.87      0.87    0.89      0.43 6.7 0.0034  3.2 0.74     0.41
## 
##     95% confidence boundaries 
##          lower alpha upper
## Feldt     0.87  0.87  0.88
## Duhachek  0.87  0.87  0.88
## 
##  Reliability if an item is dropped:
##             raw_alpha std.alpha G6(smc) average_r S/N alpha se var.r med.r
## ppopul01_w3      0.86      0.86    0.88      0.43 6.1   0.0037 0.023  0.37
## ppopul02_w3      0.86      0.86    0.88      0.44 6.2   0.0036 0.025  0.37
## ppopul03_w3      0.86      0.86    0.88      0.43 6.0   0.0038 0.025  0.37
## ppopul04_w3      0.85      0.85    0.87      0.41 5.6   0.0041 0.021  0.37
## ppopul05_w3      0.85      0.85    0.87      0.41 5.6   0.0041 0.022  0.37
## ppopul06_w3      0.85      0.85    0.87      0.41 5.6   0.0041 0.022  0.36
## ppopul07_w3      0.87      0.86    0.88      0.44 6.4   0.0035 0.022  0.45
## ppopul08_w3      0.87      0.86    0.88      0.44 6.3   0.0035 0.023  0.45
## ppopul09_w3      0.87      0.86    0.88      0.44 6.3   0.0035 0.022  0.45
## 
##  Item statistics 
##                n raw.r std.r r.cor r.drop mean   sd
## ppopul01_w3 3163  0.67  0.68  0.64   0.59  3.9 0.93
## ppopul02_w3 3163  0.67  0.67  0.60   0.56  3.5 1.10
## ppopul03_w3 3163  0.70  0.70  0.66   0.61  3.9 0.96
## ppopul04_w3 3163  0.80  0.78  0.76   0.71  3.4 1.20
## ppopul05_w3 3163  0.79  0.78  0.76   0.71  3.5 1.18
## ppopul06_w3 3163  0.80  0.78  0.76   0.72  3.1 1.18
## ppopul07_w3 3163  0.62  0.63  0.58   0.52  2.4 0.94
## ppopul08_w3 3163  0.63  0.65  0.60   0.53  2.8 1.00
## ppopul09_w3 3163  0.63  0.64  0.60   0.52  2.7 0.96
## 
## Non missing response frequency for each item
##                1    2    3    4    5 miss
## ppopul01_w3 0.01 0.07 0.21 0.40 0.31    0
## ppopul02_w3 0.03 0.19 0.24 0.34 0.20    0
## ppopul03_w3 0.01 0.07 0.22 0.37 0.33    0
## ppopul04_w3 0.07 0.17 0.28 0.26 0.22    0
## ppopul05_w3 0.06 0.16 0.27 0.28 0.23    0
## ppopul06_w3 0.09 0.24 0.33 0.19 0.15    0
## ppopul07_w3 0.18 0.40 0.31 0.09 0.02    0
## ppopul08_w3 0.12 0.24 0.43 0.17 0.04    0
## ppopul09_w3 0.11 0.28 0.41 0.17 0.03    0</code></pre>
<pre class="r"><code># anti-elitism

print(alpha(antw3&lt;-fgz[, c(&quot;ppopul01_w3&quot;, &quot;ppopul02_w3&quot;, &quot;ppopul03_w3&quot;)]))</code></pre>
<pre><code>## 
## Reliability analysis   
## Call: alpha(x = antw3 &lt;- fgz[, c(&quot;ppopul01_w3&quot;, &quot;ppopul02_w3&quot;, &quot;ppopul03_w3&quot;)])
## 
##   raw_alpha std.alpha G6(smc) average_r S/N    ase mean   sd median_r
##        0.8       0.8    0.73      0.58 4.1 0.0062  3.8 0.84     0.55
## 
##     95% confidence boundaries 
##          lower alpha upper
## Feldt     0.79   0.8  0.81
## Duhachek  0.79   0.8  0.81
## 
##  Reliability if an item is dropped:
##             raw_alpha std.alpha G6(smc) average_r S/N alpha se var.r med.r
## ppopul01_w3      0.70      0.70    0.54      0.54 2.4   0.0106    NA  0.54
## ppopul02_w3      0.78      0.78    0.64      0.64 3.5   0.0079    NA  0.64
## ppopul03_w3      0.70      0.71    0.55      0.55 2.5   0.0103    NA  0.55
## 
##  Item statistics 
##                n raw.r std.r r.cor r.drop mean   sd
## ppopul01_w3 3163  0.85  0.86  0.76   0.67  3.9 0.93
## ppopul02_w3 3163  0.84  0.82  0.67   0.60  3.5 1.10
## ppopul03_w3 3163  0.85  0.86  0.75   0.66  3.9 0.96
## 
## Non missing response frequency for each item
##                1    2    3    4    5 miss
## ppopul01_w3 0.01 0.07 0.21 0.40 0.31    0
## ppopul02_w3 0.03 0.19 0.24 0.34 0.20    0
## ppopul03_w3 0.01 0.07 0.22 0.37 0.33    0</code></pre>
<pre class="r"><code># sovereignty
print(alpha(sovw3&lt;-fgz[, c(&quot;ppopul04_w3&quot;, &quot;ppopul05_w3&quot;, &quot;ppopul06_w3&quot;)]))</code></pre>
<pre><code>## 
## Reliability analysis   
## Call: alpha(x = sovw3 &lt;- fgz[, c(&quot;ppopul04_w3&quot;, &quot;ppopul05_w3&quot;, &quot;ppopul06_w3&quot;)])
## 
##   raw_alpha std.alpha G6(smc) average_r S/N    ase mean  sd median_r
##       0.89      0.89    0.84      0.72 7.9 0.0035  3.3 1.1     0.72
## 
##     95% confidence boundaries 
##          lower alpha upper
## Feldt     0.88  0.89  0.89
## Duhachek  0.88  0.89  0.89
## 
##  Reliability if an item is dropped:
##             raw_alpha std.alpha G6(smc) average_r S/N alpha se var.r med.r
## ppopul04_w3      0.83      0.83    0.71      0.71 4.9   0.0060    NA  0.71
## ppopul05_w3      0.84      0.84    0.72      0.72 5.2   0.0057    NA  0.72
## ppopul06_w3      0.85      0.85    0.74      0.74 5.7   0.0053    NA  0.74
## 
##  Item statistics 
##                n raw.r std.r r.cor r.drop mean  sd
## ppopul04_w3 3163  0.91  0.91  0.84   0.79  3.4 1.2
## ppopul05_w3 3163  0.90  0.90  0.83   0.78  3.5 1.2
## ppopul06_w3 3163  0.90  0.90  0.81   0.77  3.1 1.2
## 
## Non missing response frequency for each item
##                1    2    3    4    5 miss
## ppopul04_w3 0.07 0.17 0.28 0.26 0.22    0
## ppopul05_w3 0.06 0.16 0.27 0.28 0.23    0
## ppopul06_w3 0.09 0.24 0.33 0.19 0.15    0</code></pre>
<pre class="r"><code># homogeneity
print(alpha(homw3&lt;-fgz[, c(&quot;ppopul07_w3&quot;, &quot;ppopul08_w3&quot;, &quot;ppopul09_w3&quot;)]))</code></pre>
<pre><code>## 
## Reliability analysis   
## Call: alpha(x = homw3 &lt;- fgz[, c(&quot;ppopul07_w3&quot;, &quot;ppopul08_w3&quot;, &quot;ppopul09_w3&quot;)])
## 
##   raw_alpha std.alpha G6(smc) average_r S/N    ase mean   sd median_r
##       0.83      0.83    0.77      0.62 4.9 0.0053  2.6 0.84     0.63
## 
##     95% confidence boundaries 
##          lower alpha upper
## Feldt     0.82  0.83  0.84
## Duhachek  0.82  0.83  0.84
## 
##  Reliability if an item is dropped:
##             raw_alpha std.alpha G6(smc) average_r S/N alpha se var.r med.r
## ppopul07_w3      0.77      0.77    0.63      0.63 3.4   0.0080    NA  0.63
## ppopul08_w3      0.78      0.78    0.63      0.63 3.5   0.0080    NA  0.63
## ppopul09_w3      0.74      0.74    0.59      0.59 2.9   0.0092    NA  0.59
## 
##  Item statistics 
##                n raw.r std.r r.cor r.drop mean   sd
## ppopul07_w3 3163  0.85  0.86  0.74   0.68  2.4 0.94
## ppopul08_w3 3163  0.86  0.86  0.74   0.68  2.8 1.00
## ppopul09_w3 3163  0.87  0.87  0.78   0.71  2.7 0.96
## 
## Non missing response frequency for each item
##                1    2    3    4    5 miss
## ppopul07_w3 0.18 0.40 0.31 0.09 0.02    0
## ppopul08_w3 0.12 0.24 0.43 0.17 0.04    0
## ppopul09_w3 0.11 0.28 0.41 0.17 0.03    0</code></pre>
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